4章 敵対的生成ネットワーク

4.4 GAN の課題

4.4.1 損失の振動

Discriminator (識別器)と Generator (生成器)の損失は、激しく振動することがある。 典型的にはバッチ間で小さな損失の振動がみられる。

4.4.2 モード崩壊

生成器が識別器をだます少数の解を見つけた時に「モード崩壊」が起こり、この限られた解以外に何も生成できなくなることがある。 生成器が、識別器を常にだます単一の観測(モード)を見つけ出す傾向があり、 入力された潜在空間内のすべての点をこの観測に写像しようとする。 これは、損失関数の傾きがほぼ0になっていることを意味する。

4.4.3 意味がない損失

ディープラーニングでは損失関数を最小化するように訓練されるので、 Generator の損失関数を小さくすればするほど画像の品質は良くなると 考えるのは自然である。 しかし、Discriminator もどんどん精度がよくなっていくので、 Generatorがよい品質の画像を生成したとしても Generator の損失関数が小さくなるとは限らない。 Generator の出力がよいものになっても、損失関数は大きくなることがある。

このように、Generator の生成画像の品質と、損失関数の値は相関するとは 限らないのでGANのTraining状況を判断するのは難しい。

4.4.4 ハイパーパラメータ

単純なGANであっても、ハイパーパラメータはたくさんある。

  • Discriminator と Generator の全体的なアーキテクチャ
  • BatchNormalization
  • Dropout
  • Learning rate
  • Activation function
  • Convolutional filter
  • Convolution の kernel size
  • Convolution の stride
  • batch_size
  • 潜在空間のサイズ

4.4.5 GAN の課題に取り組む

近年、GAN のモデルの全体の安定性が劇的に改善された。 その手法の一つである WGAN (Wasserstein GAN) と WGAN-GP (Wasserstein GAN - Gradient Penalty) について以下で見ていく。

4.5 Wasserstein GAN

Wasserstein GAN は、GAN の training の安定性に向けた最初の大きな発展のひとつであり、次の特徴を持つ。

  • Generatorの収束と生成画像の品質に相関する意味のある損失
  • 最適化プロセスの改善された安定性

Discriminator と Generator それぞれに新しい損失関数を導入した。

4.5.1 Wasserstein 損失

Binary CrossEntropy Loss

Binary CrossEntropy Loss (2値交差エントロピー損失) :
$\displaystyle -\frac{1}{n} \sum_{i=1}^{n} (y_i \log (p_i) + (1 - y_i) \log (1 - p_i ))$

GAN Discriminator $D$ を訓練するときにこの損失関数を用いる。

  • 本物の画像の予測 $p_i = D(x_i)$ とラベル $y_i = 1$ を比較するとき
  • 生成された画像の予測 $p_i = D(G(z_i))$ とそのラベル $y_i = 0$ を比較するとき

GAN 識別器の損失の最小化:

$\displaystyle \min_{D} -(\mathbb{E}_{x \sim px} [ \log D(x)] + \mathbb{E}_{z \sim px} [\log (1 - D(G(x)))])$

GAN の Generator G を訓練するときに損失を計算する。

  • 生成された画像の予測 $y_i = D(G(z_i))$ とラベル $y_i=0$ を比較するとき

GAN Generator の損失の最小化:

$\displaystyle \min_{G} - (\mathbb{E}_{z \sim pz} [ \log D(G(z))])$

Wasserstein 損失

Wasserstein損失:
$\displaystyle - \frac{1}{n} \sum_{i=1}^{n} (y_i p_i) $

WGAN の Discriminator D を訓練するときにこの損失関数を用いる。

  • 本物の画像の予測値 $p_i = D(x_i)$ とラベル $y_i = 1$ を比較するとき
  • 生成された画像の予測値 $p_i = D(G(z_i))$ とラベル $y_i = -1$ を比較するとき

WGAN の Discriminator の損失の最小化:
$\displaystyle \min_{D} - (\mathbb{E}_{x \sim px} [D(x)] - \mathbb{E}_{z \sim pz}[D(G(z))])$

本物の画像の予測値と生成された画像の予測値の差(本物の画像の予測値の方が高い)を最大化しようとする。

WGAN の Generator G を訓練するときにこの損失関数を用いる。

WGAN の Generator の損失の最小化:
$\displaystyle \min_{G} - (\mathbb{E}_{z \sim pz} [D(G(z))])$

WGAN では本来のGANよりも小さな学習率を使用する、とのこと。

4.5.2 Lipschitz 制約

Discriminator が [$- \infty$, $\infty$]の範囲の任意の値を出力できるようにしている点に注意。 GANではsigmoid関数を使って出力値は [0, 1] の範囲に制約していたが。 このため、 Wasserstein 損失関数の値は非常に大きな値を出力する場合があり、training が不安定になることがある。

WGAN の論文の著者は、Wasserstein 損失関数が機能するためにはDiscriminatorに 追加の制約 「Discriminator が 1-Lipschitz 連続関数をみたすべき」 を課す必要があると主張している。

Discriminator D は、画像を予測値に変換する関数である。 この関数が任意の2つの入力画像 $x_1$ と $x_2$ に対して次の不等式を満たすとき、1-Lipschitz であるという。

$\displaystyle \frac{|D(x_1) - D(x_2)|}{|x_1 - x_2|} \leqq 1$
|x_1 - x_2| は2つの画像の間のピクセル毎の差の絶対値。
|D(x_1) - D(x_2)| は2つの画像の予測値の差の絶対値。

これはDiscriminatorの予測値が2つの画像でどれだけ異なるかに対しての制限となる。

Jonathan Hul の説明は http://bit.ly/2MwS8rc

4.5.3 重みをクリッピングする

WGAN の論文では、各訓練バッチ後に Discriminator の重みをクリッピングして、 ある小さな範囲内 [-0.01, 0.01] にすることで、Lipschitz 制約を課すことができることを示している。

このクリッピング処理はソースの train_critic 関数で行っている。

4.5.4 WGAN を訓練する

Wasserstein 損失関数を用いた場合、 Generator の更新の勾配が正確になるようにしつつ、 Discriminator が収束するように training する。 これは標準的な GAN と対照的な点である。

WGAN では、 Discriminator が強くなりすぎないように気を付けることで、 勾配消失を避ける。

このようにして Wasserstein 損失関数は、Discriminator と Generator のバランスを取る。Generator の更新の間に Discriminator を数回 training するだけで、確実に収束できる。標準的には Generator の training 1回につき、Discriminator を5回 training する。

GAN と WGAN の違い

  • WGAN では Wasserstein 損失を使用する。
  • WGAN では本物の画像ラベルを1, 偽物のラベルを-1としてtrainingする。
  • WGAN のDiscriminator の最終層では sigmoid activation 関数は必要ない。
  • 更新ごとに Discriminator の重みをクリッピングする。
  • Generator を1回trainingするたびに、Discriminator を複数回 training する。

4.5.5 WGAN の分析

この本の2章で使った CIFAR-10 の馬の画像を利用する。

WGANの主要な問題点のひとつは、Discriminator の重みをクリッピングしているので、その学習能力が大幅に低下する。 WGAN の原論文でも「Lipschitz制約を課すために重みをクリッピングするのは明らかにまずい」と書いてある。

「Lipschitz 制約を課しつつ、WGAN が複雑な特徴を学習する能力を増やす」のが研究者の目標である。そのひとつとして出てきたのが WGAN-GP である。

実装

In [1]:
# data CIFAR-10 horse

DATA_NAME = 'horses'
# DATA_NAME = 'cars'
In [2]:
if DATA_NAME == 'cars':
    label = 1
elif DATA_NAME == 'horses':
    label = 7
In [3]:
# GDL_code/utils/loaders.py
import tensorflow as tf
import numpy as np

def load_cifar(label, num):
    if num == 10:
        (x_train, y_train), (x_test, y_test) = tf.keras.datasets.cifar10.load_data()
    else:
        (x_train, y_train), (x_test, y_test) = tf.keras.datasets.cifar100.load_data(label_mode ='fine')
        
    train_mask = [y[0]==label for y in y_train]
    test_mask = [y[0]==label for y in y_test]
    
    x_data = np.concatenate([x_train[train_mask], x_test[test_mask]])
    y_data = np.concatenate([y_train[train_mask], y_test[test_mask]])
    
    x_data = (x_data.astype('float32') - 127.5) / 127.5    # [-1, 1]
    
    return x_data, y_data
In [4]:
x_train, y_train = load_cifar(label, 10)

print(x_train.shape)
print(y_train.shape)
(6000, 32, 32, 3)
(6000, 1)
In [5]:
%matplotlib inline
# [自習] データ、ラベル, ラベル2(省略可)を表示する関数
import matplotlib.pyplot as plt
import numpy as np

def showImages(xs, ts, ts2=[], rows=-1, cols=-1, w=3.2, h=3.2):
    N = len(xs)
    if rows < 0: rows = 1
    if cols < 0: cols = (N + rows - 1) // rows
    fig, ax = plt.subplots(rows, cols, figsize=(w*cols, w*rows*1.5))
    idx = 0
    for row in range(rows):
        for col in range(cols):
            if rows == 1 and cols == 1:
                axis = ax
            elif cols == 1:
                axis = ax[col]
            elif rows == 1:
                axis = ax[row]
            else:
                axis = ax[row][col]
 
            if idx < N:
                axis.imshow(xs[idx])
                axis.text(0.5, -0.25, f'{ts[idx]}', fontsize=12, ha='center', transform=axis.transAxes)
                if len(ts2)>0:
                    axis.text(0.5, -0.25, f'{ts2[idx]}', fontsize=12, ha='center', transform=axis.transAxes)                    
            axis.axis('off')
            idx += 1
    plt.show()
In [6]:
# [自習] [-1, 1]のデータを[0,1]に変換するコード。画像として表示するためには[0,1] or [0,255]の範囲にする必要がある
def img_M1P1_ZeroP1(x):
    return (x+1)/2
In [7]:
# [自習] データをいくつかランダムに選んで表示してみる。
N_LINE = 5
N_COL = 5

select_indices = np.random.choice(range(len(x_train)), N_LINE * N_COL)

showImages(img_M1P1_ZeroP1(x_train[select_indices]),y_train[select_indices], [], N_LINE, N_COL)
In [8]:
# GDL_code/models/WGAN.py

import os
import tensorflow as tf
import numpy as np
import pickle as pkl

class WGAN():
    def __init__(
        self,
        input_dim,
        critic_conv_filters,
        critic_conv_kernel_size,
        critic_conv_strides,
        critic_batch_norm_momentum,
        critic_activation,
        critic_dropout_rate,
        critic_learning_rate,
        generator_initial_dense_layer_size,
        generator_upsample,
        generator_conv_filters,
        generator_conv_kernel_size,
        generator_conv_strides,
        generator_batch_norm_momentum,
        generator_activation,
        generator_dropout_rate,
        generator_learning_rate,
        optimizer,
        z_dim
                ):
        self.name = 'wgan'
        self.input_dim = input_dim
        
        self.critic_conv_filters = critic_conv_filters
        self.critic_conv_kernel_size = critic_conv_kernel_size
        self.critic_conv_strides = critic_conv_strides
        self.critic_batch_norm_momentum = critic_batch_norm_momentum
        self.critic_activation = critic_activation
        self.critic_dropout_rate = critic_dropout_rate
        self.critic_learning_rate = critic_learning_rate
        
        self.generator_initial_dense_layer_size = generator_initial_dense_layer_size
        self.generator_upsample = generator_upsample
        self.generator_conv_filters = generator_conv_filters
        self.generator_conv_kernel_size = generator_conv_kernel_size
        self.generator_conv_strides = generator_conv_strides
        self.generator_batch_norm_momentum = generator_batch_norm_momentum
        self.generator_activation = generator_activation
        self.generator_dropout_rate = generator_dropout_rate
        self.generator_learning_rate = generator_learning_rate
        
        self.optimizer = optimizer
        self.z_dim = z_dim

        self.n_layers_critic = len(critic_conv_filters)
        self.n_layers_generator = len (generator_conv_filters)

        self.weight_init = tf.keras.initializers.RandomNormal(mean=0., stddev=0.02)

        self.d_losses = []
        self.g_losses = []

        self.epoch = 0

        self._build_critic()
        self._build_generator()

        self._build_adversarial()

    def wasserstein(self, y_true, y_pred):
        return - tf.keras.backend.mean(y_true * y_pred)
    
    def get_activation(self, activation):
        if activation == 'leaky_relu':
            layer = tf.keras.layers.LeakyReLU(alpha = 0.2)
        else:
            layer = tf.keras.layers.Activation(activation)
        return layer

    def _build_critic(self):

        ### The Critic
        critic_input = tf.keras.layers.Input(shape=self.input_dim, name='critic_input')

        x = critic_input

        for i in range(self.n_layers_critic):
            x = tf.keras.layers.Conv2D(
                filters = self.critic_conv_filters[i],
                kernel_size = self.critic_conv_kernel_size[i],
                strides = self.critic_conv_strides[i],
                padding = 'same',
                name = 'critic_conv_' + str(i),
                kernel_initializer = self.weight_init
            )(x)
            if self.critic_batch_norm_momentum and i > 0:
                x = tf.keras.layers.BatchNormalization(momentum = self.critic_batch_norm_momentum)(x)
            x = self.get_activation(self.critic_activation)(x)
            if self.critic_dropout_rate:
                x = tf.keras.layers.Dropout(rate=self.critic_dropout_rate)(x)
        x = tf.keras.layers.Flatten()(x)
        critic_output = tf.keras.layers.Dense(1, activation=None, kernel_initializer = self.weight_init)(x)
        self.critic = tf.keras.models.Model(critic_input, critic_output)

    def _build_generator(self):
        ### The Generator
        generator_input = tf.keras.layers.Input(shape=(self.z_dim,), name='generator_input')

        x = generator_input
        x = tf.keras.layers.Dense(np.prod(self.generator_initial_dense_layer_size), kernel_initializer = self.weight_init)(x)

        if self.generator_batch_norm_momentum:
            x = tf.keras.layers.BatchNormalization(momentum=self.generator_batch_norm_momentum)(x)
        x = self.get_activation(self.generator_activation)(x)
        x = tf.keras.layers.Reshape(self.generator_initial_dense_layer_size)(x)
        if self.generator_dropout_rate:
            x = tf.keras.layers.Dropout(rate=self.generator_dropout_rate)(x)
        for i in range(self.n_layers_generator):
            if self.generator_upsample[i] == 2:
                x = tf.keras.layers.UpSampling2D()(x)
                x = tf.keras.layers.Conv2D(
                    filters=self.generator_conv_filters[i],
                    kernel_size=self.generator_conv_kernel_size[i],
                    padding='same',
                    #strides=self.generator_conv_strides[i],  #[自分へのメモ]元のソースにはこの行はないので追加した。BUG ???
                    name='generator_conv_'+str(i),
                    kernel_initializer=self.weight_init
                )(x)
            else:
                x = tf.keras.layers.Conv2DTranspose(
                    filters=self.generator_conv_filters[i],
                    kernel_size=self.generator_conv_kernel_size[i],
                    padding='same',
                    strides=self.generator_conv_strides[i],
                    name='generator_conv_'+str(i),
                    kernel_initializer=self.weight_init
                )(x)

            if i < self.n_layers_generator -1:
                if self.generator_batch_norm_momentum:
                    x = tf.keras.layers.BatchNormalization(momentum=self.generator_batch_norm_momentum)(x)
                x = self.get_activation(self.generator_activation)(x)
            else:
                x = tf.keras.layers.Activation('tanh')(x)

        generator_output = x
        self.generator = tf.keras.models.Model(generator_input, generator_output)

    def get_opti(self, lr):
        if self.optimizer == 'adam':
            opti = tf.keras.optimizers.Adam(lr=lr, beta_1=0.5)
        elif self.optimizer == 'rmsprop':
            opti = tf.keras.optimizers.RMSprop(lr=lr)
        else:
            opti = tf.keras.optimizers.Adam(lr=lr)
        return opti

    def set_trainable(self, m, val):
        m.trainable = val
        for l in m.layers:
            l.trainable = val

    def _build_adversarial(self):
        
        ### Compile critic
        self.critic.compile(
            optimizer=self.get_opti(self.critic_learning_rate),
            loss=self.wasserstein
        )
        
        ### Compile The Full GAN
        self.set_trainable(self.critic, False)
        model_input = tf.keras.layers.Input(shape=(self.z_dim,), name='model_input')
        model_output = self.critic(self.generator(model_input))
        self.model = tf.keras.models.Model(model_input, model_output)

        self.model.compile(
            optimizer=self.get_opti(self.generator_learning_rate),
            loss=self.wasserstein
        )

        self.set_trainable(self.critic, True)

    def train_critic(self, x_train, batch_size, clip_threshold, using_generator):
        valid = np.ones((batch_size, 1))
        fake = -np.ones((batch_size, 1))

        if using_generator:
            true_imgs = next(x_train)[0]    # next() function generates images ???
            if true.imgs.shape[0] != batch_size:
                true_imgs = next(x_train)[0]
        else:
            idx = np.random.randint(0, x_train.shape[0], batch_size)
            true_imgs = x_train[idx]

        noise = np.random.normal(0, 1, (batch_size, self.z_dim))
        gen_imgs = self.generator.predict(noise)

        d_loss_real = self.critic.train_on_batch(true_imgs, valid)
        d_loss_fake = self.critic.train_on_batch(gen_imgs, fake)
        d_loss = 0.5 * (d_loss_real + d_loss_fake)
        
        for l in self.critic.layers:
            weights = l.get_weights()
            weights = [np.clip(w, -clip_threshold, clip_threshold) for w in weights]
            l.set_weights(weights)

        # for l in self.critic.layers:
        #     weights = l.get_weights()
        #     if 'batch_normalization' in l.get_config()['name']:
        #         # weights = [np.clip(w, -0.01, 0.01) for w in weights[:2]] + weights[2:]
        #         pass
        #    else:
        #         weights = [np.clip(w, -0.01, 0.01) for w in weights]
        #     l.set_weights(weights)

        return [d_loss, d_loss_real, d_loss_fake]

    def train_generator(self, batch_size):
        valid = np.ones((batch_size, 1))
        noise = np.random.normal(0, 1, (batch_size, self.z_dim))
        return self.model.train_on_batch(noise, valid)

    def train(self, x_train, batch_size, epochs, run_folder, print_every_n_batches=10, n_critic=5, clip_threshold=0.01, using_generator=False):
        for epoch in range(self.epoch, self.epoch+epochs):
            for _ in range(n_critic):
                d_loss = self.train_critic(x_train, batch_size, clip_threshold, using_generator)
            g_loss = self.train_generator(batch_size)

            print(f'{epoch+1} [D loss: {d_loss[0]:.3f} R {d_loss[1]:.3f} F {d_loss[2]:.3f}][G loss: {g_loss:.3f}]')

            self.d_losses.append(d_loss)
            self.g_losses.append(g_loss)

            if (epoch+1) % print_every_n_batches == 0:
                self.sample_images(run_folder)
                self.model.save_weights(os.path.join(run_folder, f'weights/weights-{epoch+1}.h5'))
                self.model.save_weights(os.path.join(run_folder, f'weights/weights.h5'))
                self.save_model(run_folder)

            self.epoch += 1

    def sample_images(self, run_folder):
        r,c=5,5
        noise = np.random.normal(0, 1, (r*c, self.z_dim))
        gen_imgs = self.generator.predict(noise)   # [-1.0,1.0]
        gen_imgs = 0.5 * (gen_imgs + 1)        # [0.0, 1.0]
        gen_imgs = np.clip(gen_imgs, 0, 1)
        
        fig, ax = plt.subplots(r, c, figsize=(15,15))
        cnt = 0
        for i in range(r):
            for j in range(c):
                ax[i][j].imshow(np.squeeze(gen_imgs[cnt,:,:,:]), cmap='gray_r')
                ax[i][j].axis('off')
                cnt += 1
        fig.savefig(os.path.join(run_folder, f'images/sample_{self.epoch+1}.png'))
        plt.close()

    def plot_model(self, run_folder):
        tf.keras.utils.plot_model(
            self.model, 
            to_file=os.path.join(run_folder, 'viz/model.png'), 
            show_shapes=True, 
            show_layer_names=True
        )
        tf.keras.utils.plot_model(
            self.critic, 
            to_file=os.path.join(run_folder, 'viz/critic.png'), 
            show_shapes=True, 
            show_layer_names=True
        )
        tf.keras.utils.plot_model(
            self.generator, 
            to_file=os.path.join(run_folder, 'viz/generator.png'), 
            show_shapes=True, 
            show_layer_names=True
        )
        
    def plot_model(self, run_folder):
        tf.keras.utils.plot_model(self.model, to_file=os.path.join(run_folder, 'viz/model.png'), show_shapes=True, show_layer_names=True)
        tf.keras.utils.plot_model(self.critic, to_file=os.path.join(run_folder, 'viz/critic.png'), show_shapes=True, show_layer_names=True)
        tf.keras.utils.plot_model(self.generator, to_file=os.path.join(run_folder, 'viz/generator.png'), show_shapes=True, show_layer_names=True)

    def save(self, folder):
        with open(os.path.join(folder, 'params.pkl'), 'wb') as f:
            pkl.dump([
                self.input_dim,
                self.critic_conv_filters,
                self.critic_conv_kernel_size,
                self.critic_conv_strides,
                self.critic_batch_norm_momentum,
                self.critic_activation,
                self.critic_dropout_rate,
                self.critic_learning_rate,
                self.generator_initial_dense_layer_size,
                self.generator_upsample,
                self.generator_conv_filters,
                self.generator_conv_kernel_size,
                self.generator_conv_strides,
                self.generator_batch_norm_momentum,
                self.generator_activation,
                self.generator_dropout_rate,
                self.generator_learning_rate,
                self.optimizer,
                self.z_dim
            ], f)
        self.plot_model(folder)

    def save_model(self, run_folder):
        self.model.save(os.path.join(run_folder, 'model.h5'))
        self.critic.save(os.path.join(run_folder, 'critic.h5'))
        self.generator.save(os.path.join(run_folder, 'generator.h5'))

    def load_weights(self, filepath):
        self.model.load_weights(filepath)
In [9]:
# Run Parameters
SECTION = 'gan'
RUN_FOLDER = f'run/{SECTION}/{DATA_NAME}'
In [10]:
def md(p):
    if not os.path.isdir(p):
        os.makedirs(p)

        # makedirs
md(RUN_FOLDER)
md(os.path.join(RUN_FOLDER, 'viz'))
md(os.path.join(RUN_FOLDER, 'images'))
md(os.path.join(RUN_FOLDER, 'weights'))
In [11]:
mode = 'build'

if mode == 'build':
    gan = WGAN(
    input_dim=(32, 32, 3),
    critic_conv_filters=[32, 64, 128, 128],
    critic_conv_kernel_size=[5,5,5,5],
    critic_conv_strides=[2,2,2,1],
    critic_batch_norm_momentum=None,
    critic_activation='leaky_relu', # changed from GAN
    critic_dropout_rate=None,    # changed from GAN
    critic_learning_rate=0.00005,  # changed from GAN
    generator_initial_dense_layer_size=(4, 4, 128),
    generator_upsample=[2,2,2,1],
    generator_conv_filters=[128,64,32,3],
    generator_conv_kernel_size=[5,5,5,5],
    generator_conv_strides=[1,1,1,1],
    generator_batch_norm_momentum=0.8,   # changed from GAN
    generator_activation='leaky_relu',   # changed from GAN
    generator_dropout_rate=None,
    generator_learning_rate=0.00005,     # changed from GAN
    optimizer='rmsprop',
    z_dim=100
    )
    gan.save(RUN_FOLDER)
else:
    gan.load_weights(os.path.join(RUN_FOLDER, 'weights/weights.h5'))
In [12]:
gan.critic.summary()
Model: "model"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
critic_input (InputLayer)    [(None, 32, 32, 3)]       0         
_________________________________________________________________
critic_conv_0 (Conv2D)       (None, 16, 16, 32)        2432      
_________________________________________________________________
leaky_re_lu (LeakyReLU)      (None, 16, 16, 32)        0         
_________________________________________________________________
critic_conv_1 (Conv2D)       (None, 8, 8, 64)          51264     
_________________________________________________________________
leaky_re_lu_1 (LeakyReLU)    (None, 8, 8, 64)          0         
_________________________________________________________________
critic_conv_2 (Conv2D)       (None, 4, 4, 128)         204928    
_________________________________________________________________
leaky_re_lu_2 (LeakyReLU)    (None, 4, 4, 128)         0         
_________________________________________________________________
critic_conv_3 (Conv2D)       (None, 4, 4, 128)         409728    
_________________________________________________________________
leaky_re_lu_3 (LeakyReLU)    (None, 4, 4, 128)         0         
_________________________________________________________________
flatten (Flatten)            (None, 2048)              0         
_________________________________________________________________
dense (Dense)                (None, 1)                 2049      
=================================================================
Total params: 670,401
Trainable params: 670,401
Non-trainable params: 0
_________________________________________________________________
In [13]:
gan.generator.summary()
Model: "model_1"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
generator_input (InputLayer) [(None, 100)]             0         
_________________________________________________________________
dense_1 (Dense)              (None, 2048)              206848    
_________________________________________________________________
batch_normalization (BatchNo (None, 2048)              8192      
_________________________________________________________________
leaky_re_lu_4 (LeakyReLU)    (None, 2048)              0         
_________________________________________________________________
reshape (Reshape)            (None, 4, 4, 128)         0         
_________________________________________________________________
up_sampling2d (UpSampling2D) (None, 8, 8, 128)         0         
_________________________________________________________________
generator_conv_0 (Conv2D)    (None, 8, 8, 128)         409728    
_________________________________________________________________
batch_normalization_1 (Batch (None, 8, 8, 128)         512       
_________________________________________________________________
leaky_re_lu_5 (LeakyReLU)    (None, 8, 8, 128)         0         
_________________________________________________________________
up_sampling2d_1 (UpSampling2 (None, 16, 16, 128)       0         
_________________________________________________________________
generator_conv_1 (Conv2D)    (None, 16, 16, 64)        204864    
_________________________________________________________________
batch_normalization_2 (Batch (None, 16, 16, 64)        256       
_________________________________________________________________
leaky_re_lu_6 (LeakyReLU)    (None, 16, 16, 64)        0         
_________________________________________________________________
up_sampling2d_2 (UpSampling2 (None, 32, 32, 64)        0         
_________________________________________________________________
generator_conv_2 (Conv2D)    (None, 32, 32, 32)        51232     
_________________________________________________________________
batch_normalization_3 (Batch (None, 32, 32, 32)        128       
_________________________________________________________________
leaky_re_lu_7 (LeakyReLU)    (None, 32, 32, 32)        0         
_________________________________________________________________
generator_conv_3 (Conv2DTran (None, 32, 32, 3)         2403      
_________________________________________________________________
activation (Activation)      (None, 32, 32, 3)         0         
=================================================================
Total params: 884,163
Trainable params: 879,619
Non-trainable params: 4,544
_________________________________________________________________
In [14]:
# Train Parameters
BATCH_SIZE= 128
EPOCHS = 6000               # training loop では epoch+1 で判断した方がよい。rangeのendはexclusiveなので。
PRINT_EVERY_N_BATCHES=100   # 元のコードでは保存の頻度が高過ぎて計算時間に悪影響を与えている。この程度の頻度で十分と思われる。
N_CRITIC = 5
CLIP_THRESHOLD = 0.01
In [15]:
gan.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = EPOCHS,
    run_folder = RUN_FOLDER,
    print_every_n_batches = PRINT_EVERY_N_BATCHES,
    n_critic = N_CRITIC,
    clip_threshold = CLIP_THRESHOLD
)
1 [D loss: -0.000 R -0.000 F 0.000][G loss: -0.000]
2 [D loss: -0.000 R -0.001 F 0.000][G loss: -0.001]
3 [D loss: -0.002 R -0.004 F 0.001][G loss: -0.003]
4 [D loss: -0.006 R -0.014 F 0.002][G loss: -0.012]
5 [D loss: -0.017 R -0.040 F 0.005][G loss: -0.035]
6 [D loss: -0.038 R -0.090 F 0.014][G loss: -0.085]
7 [D loss: -0.074 R -0.176 F 0.029][G loss: -0.185]
8 [D loss: -0.141 R -0.323 F 0.040][G loss: -0.391]
9 [D loss: -0.254 R -0.553 F 0.045][G loss: -0.806]
10 [D loss: -0.444 R -0.925 F 0.038][G loss: -1.531]
11 [D loss: -0.637 R -1.391 F 0.117][G loss: -2.584]
12 [D loss: -0.849 R -1.999 F 0.301][G loss: -3.993]
13 [D loss: -1.110 R -2.807 F 0.587][G loss: -5.751]
14 [D loss: -1.132 R -3.466 F 1.202][G loss: -7.537]
15 [D loss: -0.805 R -3.670 F 2.061][G loss: -9.009]
16 [D loss: -0.388 R -4.139 F 3.363][G loss: -9.487]
17 [D loss: 0.000 R -4.102 F 4.103][G loss: -9.138]
18 [D loss: 0.407 R -3.902 F 4.716][G loss: -8.136]
19 [D loss: 0.693 R -3.298 F 4.683][G loss: -6.795]
20 [D loss: 0.731 R -2.927 F 4.389][G loss: -5.354]
21 [D loss: 0.627 R -2.429 F 3.683][G loss: -4.157]
22 [D loss: 0.446 R -2.156 F 3.047][G loss: -3.200]
23 [D loss: 0.378 R -1.792 F 2.547][G loss: -2.434]
24 [D loss: 0.200 R -1.658 F 2.059][G loss: -1.843]
25 [D loss: 0.089 R -1.488 F 1.666][G loss: -1.410]
26 [D loss: -0.002 R -1.393 F 1.389][G loss: -1.089]
27 [D loss: -0.142 R -1.454 F 1.170][G loss: -0.863]
28 [D loss: -0.225 R -1.519 F 1.070][G loss: -0.752]
29 [D loss: -0.422 R -1.808 F 0.963][G loss: -0.676]
30 [D loss: -0.437 R -1.861 F 0.988][G loss: -0.622]
31 [D loss: -0.717 R -2.451 F 1.016][G loss: -0.570]
32 [D loss: -0.823 R -2.603 F 0.957][G loss: -0.500]
33 [D loss: -0.868 R -2.809 F 1.073][G loss: -0.443]
34 [D loss: -0.986 R -2.940 F 0.968][G loss: -0.329]
35 [D loss: -1.438 R -3.845 F 0.968][G loss: -0.267]
36 [D loss: -1.118 R -3.256 F 1.020][G loss: -0.178]
37 [D loss: -1.585 R -4.024 F 0.855][G loss: -0.125]
38 [D loss: -1.453 R -4.001 F 1.095][G loss: -0.105]
39 [D loss: -1.729 R -4.781 F 1.323][G loss: -0.168]
40 [D loss: -1.105 R -4.131 F 1.921][G loss: -0.338]
41 [D loss: -0.985 R -4.166 F 2.196][G loss: -0.692]
42 [D loss: -1.244 R -4.768 F 2.280][G loss: -1.113]
43 [D loss: -0.063 R -3.601 F 3.476][G loss: -1.347]
44 [D loss: 0.079 R -3.091 F 3.248][G loss: -1.583]
45 [D loss: 0.056 R -2.605 F 2.717][G loss: -1.435]
46 [D loss: 0.124 R -2.112 F 2.359][G loss: -1.168]
47 [D loss: -0.205 R -1.957 F 1.547][G loss: -0.947]
48 [D loss: -0.307 R -1.822 F 1.207][G loss: -0.643]
49 [D loss: -0.394 R -1.479 F 0.691][G loss: -0.426]
50 [D loss: -0.788 R -1.780 F 0.203][G loss: -0.146]
51 [D loss: -0.572 R -1.216 F 0.072][G loss: 0.094]
52 [D loss: -0.740 R -1.308 F -0.173][G loss: 0.319]
53 [D loss: -0.652 R -0.897 F -0.408][G loss: 0.437]
54 [D loss: -0.655 R -0.911 F -0.399][G loss: 0.615]
55 [D loss: -0.523 R -0.529 F -0.517][G loss: 0.826]
56 [D loss: -0.818 R -0.866 F -0.769][G loss: 1.012]
57 [D loss: -0.621 R -0.506 F -0.736][G loss: 1.137]
58 [D loss: -0.312 R -0.024 F -0.599][G loss: 1.241]
59 [D loss: -0.553 R -0.182 F -0.924][G loss: 1.298]
60 [D loss: -0.388 R 0.194 F -0.970][G loss: 1.461]
61 [D loss: -0.514 R 0.093 F -1.121][G loss: 1.522]
62 [D loss: -0.427 R 0.291 F -1.144][G loss: 1.662]
63 [D loss: -0.445 R 0.390 F -1.279][G loss: 1.850]
64 [D loss: -0.521 R 0.416 F -1.457][G loss: 2.179]
65 [D loss: -0.462 R 0.678 F -1.603][G loss: 2.471]
66 [D loss: -0.544 R 0.799 F -1.887][G loss: 2.794]
67 [D loss: -0.769 R 0.675 F -2.213][G loss: 3.277]
68 [D loss: -0.837 R 0.748 F -2.422][G loss: 3.758]
69 [D loss: -0.997 R 0.875 F -2.869][G loss: 4.105]
70 [D loss: -1.072 R 0.925 F -3.069][G loss: 4.412]
71 [D loss: -1.014 R 1.181 F -3.210][G loss: 4.605]
72 [D loss: -0.817 R 1.331 F -2.966][G loss: 4.518]
73 [D loss: -0.989 R 1.175 F -3.152][G loss: 4.198]
74 [D loss: -0.550 R 1.455 F -2.554][G loss: 3.754]
75 [D loss: -0.569 R 1.116 F -2.253][G loss: 3.055]
76 [D loss: -0.333 R 1.141 F -1.806][G loss: 2.435]
77 [D loss: -0.184 R 1.019 F -1.387][G loss: 1.892]
78 [D loss: 0.011 R 1.112 F -1.091][G loss: 1.503]
79 [D loss: 0.049 R 0.966 F -0.867][G loss: 1.250]
80 [D loss: 0.037 R 0.724 F -0.650][G loss: 1.010]
81 [D loss: -0.025 R 0.591 F -0.641][G loss: 0.887]
82 [D loss: 0.029 R 0.564 F -0.505][G loss: 0.770]
83 [D loss: 0.013 R 0.490 F -0.463][G loss: 0.679]
84 [D loss: -0.085 R 0.288 F -0.458][G loss: 0.574]
85 [D loss: -0.141 R 0.148 F -0.430][G loss: 0.426]
86 [D loss: -0.144 R -0.042 F -0.245][G loss: 0.209]
87 [D loss: -0.121 R -0.158 F -0.085][G loss: 0.057]
88 [D loss: -0.073 R -0.299 F 0.153][G loss: -0.070]
89 [D loss: 0.019 R -0.195 F 0.234][G loss: -0.084]
90 [D loss: -0.076 R -0.304 F 0.153][G loss: -0.007]
91 [D loss: -0.080 R -0.216 F 0.057][G loss: 0.066]
92 [D loss: -0.189 R -0.281 F -0.096][G loss: 0.189]
93 [D loss: -0.236 R -0.358 F -0.114][G loss: 0.255]
94 [D loss: -0.203 R -0.261 F -0.145][G loss: 0.244]
95 [D loss: -0.210 R -0.300 F -0.121][G loss: 0.214]
96 [D loss: -0.215 R -0.166 F -0.264][G loss: 0.253]
97 [D loss: -0.316 R -0.194 F -0.438][G loss: 0.374]
98 [D loss: -0.267 R -0.081 F -0.453][G loss: 0.392]
99 [D loss: -0.209 R 0.125 F -0.543][G loss: 0.456]
100 [D loss: -0.200 R 0.092 F -0.493][G loss: 0.460]
101 [D loss: -0.129 R 0.197 F -0.456][G loss: 0.468]
102 [D loss: -0.085 R 0.183 F -0.353][G loss: 0.348]
103 [D loss: 0.145 R 0.356 F -0.066][G loss: 0.275]
104 [D loss: 0.201 R 0.379 F 0.023][G loss: 0.192]
105 [D loss: 0.180 R 0.258 F 0.102][G loss: 0.165]
106 [D loss: 0.109 R 0.213 F 0.004][G loss: 0.150]
107 [D loss: 0.105 R 0.221 F -0.010][G loss: 0.148]
108 [D loss: 0.022 R 0.161 F -0.117][G loss: 0.180]
109 [D loss: -0.026 R 0.131 F -0.183][G loss: 0.226]
110 [D loss: -0.103 R 0.096 F -0.302][G loss: 0.308]
111 [D loss: -0.230 R -0.003 F -0.456][G loss: 0.445]
112 [D loss: -0.338 R -0.067 F -0.609][G loss: 0.552]
113 [D loss: -0.390 R -0.241 F -0.539][G loss: 0.551]
114 [D loss: -0.284 R -0.387 F -0.180][G loss: 0.264]
115 [D loss: -0.001 R -0.364 F 0.361][G loss: -0.079]
116 [D loss: 0.094 R -0.434 F 0.621][G loss: -0.328]
117 [D loss: 0.137 R -0.454 F 0.728][G loss: -0.505]
118 [D loss: 0.192 R -0.348 F 0.731][G loss: -0.550]
119 [D loss: 0.156 R -0.371 F 0.684][G loss: -0.526]
120 [D loss: 0.136 R -0.223 F 0.495][G loss: -0.322]
121 [D loss: 0.048 R -0.147 F 0.244][G loss: -0.109]
122 [D loss: -0.060 R -0.066 F -0.054][G loss: 0.135]
123 [D loss: -0.145 R -0.089 F -0.202][G loss: 0.320]
124 [D loss: -0.215 R -0.126 F -0.305][G loss: 0.385]
125 [D loss: -0.113 R 0.042 F -0.268][G loss: 0.350]
126 [D loss: -0.041 R -0.012 F -0.071][G loss: 0.190]
127 [D loss: -0.013 R -0.042 F 0.016][G loss: 0.009]
128 [D loss: 0.020 R -0.084 F 0.124][G loss: -0.059]
129 [D loss: 0.068 R -0.018 F 0.155][G loss: -0.064]
130 [D loss: 0.032 R -0.064 F 0.127][G loss: -0.042]
131 [D loss: -0.007 R -0.056 F 0.042][G loss: 0.023]
132 [D loss: -0.055 R -0.073 F -0.038][G loss: 0.089]
133 [D loss: -0.111 R -0.134 F -0.087][G loss: 0.110]
134 [D loss: -0.155 R -0.191 F -0.118][G loss: 0.110]
135 [D loss: -0.157 R -0.282 F -0.032][G loss: 0.065]
136 [D loss: -0.140 R -0.350 F 0.069][G loss: 0.011]
137 [D loss: -0.108 R -0.329 F 0.112][G loss: -0.032]
138 [D loss: -0.108 R -0.374 F 0.157][G loss: -0.100]
139 [D loss: -0.055 R -0.356 F 0.245][G loss: -0.188]
140 [D loss: -0.061 R -0.450 F 0.328][G loss: -0.316]
141 [D loss: 0.023 R -0.364 F 0.409][G loss: -0.402]
142 [D loss: 0.077 R -0.328 F 0.481][G loss: -0.396]
143 [D loss: 0.070 R -0.273 F 0.413][G loss: -0.356]
144 [D loss: 0.071 R -0.252 F 0.395][G loss: -0.288]
145 [D loss: 0.067 R -0.198 F 0.333][G loss: -0.212]
146 [D loss: 0.012 R -0.179 F 0.203][G loss: -0.150]
147 [D loss: 0.008 R -0.146 F 0.161][G loss: -0.114]
148 [D loss: 0.004 R -0.120 F 0.128][G loss: -0.137]
149 [D loss: -0.004 R -0.150 F 0.141][G loss: -0.124]
150 [D loss: 0.036 R -0.067 F 0.139][G loss: -0.105]
151 [D loss: 0.025 R -0.061 F 0.111][G loss: -0.081]
152 [D loss: -0.003 R -0.072 F 0.067][G loss: -0.040]
153 [D loss: -0.024 R -0.102 F 0.054][G loss: -0.012]
154 [D loss: -0.046 R -0.118 F 0.027][G loss: 0.011]
155 [D loss: -0.060 R -0.144 F 0.025][G loss: 0.028]
156 [D loss: -0.060 R -0.160 F 0.041][G loss: 0.012]
157 [D loss: -0.063 R -0.196 F 0.070][G loss: -0.022]
158 [D loss: -0.035 R -0.181 F 0.112][G loss: -0.040]
159 [D loss: -0.022 R -0.150 F 0.107][G loss: -0.046]
160 [D loss: -0.013 R -0.142 F 0.116][G loss: -0.004]
161 [D loss: -0.025 R -0.091 F 0.041][G loss: 0.044]
162 [D loss: -0.041 R -0.044 F -0.039][G loss: 0.111]
163 [D loss: -0.053 R -0.013 F -0.093][G loss: 0.150]
164 [D loss: -0.062 R -0.029 F -0.095][G loss: 0.169]
165 [D loss: -0.071 R -0.034 F -0.109][G loss: 0.161]
166 [D loss: -0.044 R -0.042 F -0.046][G loss: 0.111]
167 [D loss: -0.028 R -0.053 F -0.002][G loss: 0.068]
168 [D loss: -0.027 R -0.087 F 0.032][G loss: 0.030]
169 [D loss: -0.036 R -0.135 F 0.063][G loss: 0.011]
170 [D loss: -0.057 R -0.167 F 0.053][G loss: 0.005]
171 [D loss: -0.051 R -0.146 F 0.045][G loss: 0.018]
172 [D loss: -0.026 R -0.133 F 0.080][G loss: 0.004]
173 [D loss: -0.032 R -0.116 F 0.053][G loss: 0.017]
174 [D loss: -0.039 R -0.131 F 0.052][G loss: 0.023]
175 [D loss: -0.042 R -0.101 F 0.018][G loss: 0.037]
176 [D loss: -0.031 R -0.074 F 0.011][G loss: 0.073]
177 [D loss: -0.020 R -0.059 F 0.020][G loss: 0.056]
178 [D loss: -0.035 R -0.074 F 0.003][G loss: 0.047]
179 [D loss: -0.017 R -0.056 F 0.022][G loss: 0.040]
180 [D loss: -0.018 R -0.059 F 0.024][G loss: 0.034]
181 [D loss: -0.027 R -0.059 F 0.005][G loss: 0.020]
182 [D loss: -0.031 R -0.063 F 0.001][G loss: 0.011]
183 [D loss: -0.020 R -0.036 F -0.003][G loss: 0.019]
184 [D loss: -0.009 R -0.045 F 0.027][G loss: 0.000]
185 [D loss: 0.005 R -0.014 F 0.024][G loss: 0.038]
186 [D loss: -0.027 R -0.037 F -0.018][G loss: -0.018]
187 [D loss: -0.034 R -0.061 F -0.008][G loss: -0.059]
188 [D loss: 0.008 R -0.049 F 0.064][G loss: -0.058]
189 [D loss: -0.026 R -0.060 F 0.007][G loss: -0.117]
190 [D loss: -0.013 R -0.100 F 0.074][G loss: -0.083]
191 [D loss: -0.001 R -0.064 F 0.062][G loss: -0.110]
192 [D loss: -0.014 R -0.069 F 0.042][G loss: -0.120]
193 [D loss: -0.015 R -0.091 F 0.061][G loss: -0.096]
194 [D loss: -0.074 R -0.190 F 0.042][G loss: -0.163]
195 [D loss: -0.058 R -0.149 F 0.032][G loss: -0.166]
196 [D loss: -0.050 R -0.203 F 0.103][G loss: -0.104]
197 [D loss: -0.095 R -0.185 F -0.005][G loss: -0.169]
198 [D loss: -0.044 R -0.183 F 0.094][G loss: -0.163]
199 [D loss: -0.032 R -0.185 F 0.121][G loss: -0.148]
200 [D loss: -0.063 R -0.263 F 0.137][G loss: -0.132]
201 [D loss: -0.067 R -0.256 F 0.122][G loss: -0.121]
202 [D loss: -0.071 R -0.295 F 0.153][G loss: -0.100]
203 [D loss: -0.060 R -0.261 F 0.142][G loss: -0.093]
204 [D loss: -0.091 R -0.357 F 0.174][G loss: -0.077]
205 [D loss: -0.099 R -0.393 F 0.195][G loss: -0.084]
206 [D loss: -0.078 R -0.383 F 0.227][G loss: -0.087]
207 [D loss: -0.086 R -0.399 F 0.227][G loss: -0.074]
208 [D loss: -0.125 R -0.454 F 0.203][G loss: -0.104]
209 [D loss: -0.095 R -0.437 F 0.248][G loss: -0.139]
210 [D loss: -0.149 R -0.528 F 0.230][G loss: -0.207]
211 [D loss: -0.099 R -0.554 F 0.356][G loss: -0.267]
212 [D loss: -0.123 R -0.645 F 0.398][G loss: -0.359]
213 [D loss: -0.116 R -0.654 F 0.423][G loss: -0.498]
214 [D loss: -0.002 R -0.623 F 0.619][G loss: -0.602]
215 [D loss: -0.010 R -0.688 F 0.669][G loss: -0.661]
216 [D loss: -0.080 R -0.596 F 0.437][G loss: -0.779]
217 [D loss: -0.052 R -0.695 F 0.591][G loss: -0.852]
218 [D loss: 0.009 R -0.729 F 0.746][G loss: -0.877]
219 [D loss: 0.042 R -0.662 F 0.745][G loss: -0.844]
220 [D loss: -0.045 R -0.657 F 0.567][G loss: -0.942]
221 [D loss: -0.024 R -0.784 F 0.736][G loss: -0.954]
222 [D loss: -0.009 R -0.824 F 0.806][G loss: -0.981]
223 [D loss: -0.067 R -0.906 F 0.771][G loss: -1.017]
224 [D loss: -0.022 R -0.837 F 0.792][G loss: -0.987]
225 [D loss: -0.020 R -0.907 F 0.866][G loss: -1.006]
226 [D loss: 0.018 R -0.948 F 0.984][G loss: -0.999]
227 [D loss: 0.063 R -0.866 F 0.991][G loss: -1.025]
228 [D loss: 0.093 R -0.807 F 0.993][G loss: -1.041]
229 [D loss: 0.059 R -0.838 F 0.957][G loss: -1.030]
230 [D loss: 0.061 R -0.845 F 0.968][G loss: -1.041]
231 [D loss: 0.075 R -0.835 F 0.984][G loss: -1.017]
232 [D loss: 0.089 R -0.778 F 0.956][G loss: -0.883]
233 [D loss: 0.055 R -0.767 F 0.878][G loss: -0.834]
234 [D loss: 0.043 R -0.695 F 0.782][G loss: -0.787]
235 [D loss: 0.013 R -0.714 F 0.741][G loss: -0.679]
236 [D loss: 0.000 R -0.658 F 0.659][G loss: -0.579]
237 [D loss: -0.029 R -0.650 F 0.593][G loss: -0.537]
238 [D loss: -0.037 R -0.600 F 0.526][G loss: -0.441]
239 [D loss: -0.030 R -0.545 F 0.486][G loss: -0.415]
240 [D loss: -0.021 R -0.517 F 0.475][G loss: -0.339]
241 [D loss: -0.024 R -0.477 F 0.429][G loss: -0.355]
242 [D loss: -0.043 R -0.483 F 0.398][G loss: -0.338]
243 [D loss: -0.013 R -0.430 F 0.404][G loss: -0.297]
244 [D loss: -0.009 R -0.395 F 0.378][G loss: -0.254]
245 [D loss: -0.007 R -0.334 F 0.319][G loss: -0.201]
246 [D loss: -0.035 R -0.321 F 0.251][G loss: -0.155]
247 [D loss: -0.020 R -0.267 F 0.226][G loss: -0.116]
248 [D loss: -0.034 R -0.246 F 0.177][G loss: -0.104]
249 [D loss: -0.008 R -0.174 F 0.158][G loss: -0.090]
250 [D loss: -0.009 R -0.204 F 0.187][G loss: -0.076]
251 [D loss: -0.021 R -0.184 F 0.141][G loss: -0.051]
252 [D loss: -0.017 R -0.172 F 0.138][G loss: -0.037]
253 [D loss: -0.059 R -0.210 F 0.093][G loss: -0.028]
254 [D loss: -0.002 R -0.127 F 0.124][G loss: -0.003]
255 [D loss: -0.070 R -0.144 F 0.005][G loss: -0.013]
256 [D loss: 0.001 R -0.074 F 0.075][G loss: 0.001]
257 [D loss: -0.024 R -0.053 F 0.005][G loss: 0.006]
258 [D loss: -0.031 R -0.085 F 0.023][G loss: 0.016]
259 [D loss: -0.002 R -0.041 F 0.037][G loss: 0.035]
260 [D loss: -0.026 R -0.072 F 0.020][G loss: 0.050]
261 [D loss: -0.038 R -0.047 F -0.030][G loss: 0.048]
262 [D loss: -0.054 R -0.093 F -0.014][G loss: 0.057]
263 [D loss: -0.045 R -0.109 F 0.019][G loss: 0.046]
264 [D loss: -0.074 R -0.142 F -0.007][G loss: 0.020]
265 [D loss: -0.068 R -0.164 F 0.028][G loss: 0.006]
266 [D loss: -0.073 R -0.170 F 0.025][G loss: 0.031]
267 [D loss: -0.131 R -0.290 F 0.029][G loss: -0.020]
268 [D loss: -0.083 R -0.222 F 0.056][G loss: -0.024]
269 [D loss: -0.058 R -0.207 F 0.091][G loss: -0.046]
270 [D loss: -0.030 R -0.188 F 0.127][G loss: -0.037]
271 [D loss: -0.041 R -0.136 F 0.053][G loss: -0.017]
272 [D loss: -0.056 R -0.134 F 0.022][G loss: 0.020]
273 [D loss: -0.019 R -0.096 F 0.058][G loss: 0.058]
274 [D loss: -0.066 R -0.080 F -0.052][G loss: 0.051]
275 [D loss: -0.020 R -0.025 F -0.014][G loss: 0.051]
276 [D loss: -0.005 R 0.020 F -0.030][G loss: 0.042]
277 [D loss: -0.014 R 0.007 F -0.036][G loss: -0.020]
278 [D loss: 0.057 R 0.057 F 0.058][G loss: -0.022]
279 [D loss: 0.060 R 0.023 F 0.096][G loss: -0.030]
280 [D loss: 0.052 R 0.017 F 0.087][G loss: -0.039]
281 [D loss: 0.046 R 0.039 F 0.053][G loss: -0.023]
282 [D loss: 0.029 R 0.028 F 0.030][G loss: -0.001]
283 [D loss: 0.028 R 0.025 F 0.030][G loss: 0.014]
284 [D loss: -0.011 R -0.043 F 0.021][G loss: 0.027]
285 [D loss: -0.025 R -0.070 F 0.020][G loss: 0.032]
286 [D loss: -0.045 R -0.108 F 0.017][G loss: 0.045]
287 [D loss: -0.065 R -0.148 F 0.017][G loss: 0.044]
288 [D loss: -0.068 R -0.192 F 0.057][G loss: 0.028]
289 [D loss: -0.081 R -0.260 F 0.098][G loss: 0.008]
290 [D loss: -0.082 R -0.334 F 0.170][G loss: -0.036]
291 [D loss: -0.080 R -0.338 F 0.179][G loss: -0.091]
292 [D loss: -0.121 R -0.478 F 0.235][G loss: -0.159]
293 [D loss: -0.067 R -0.492 F 0.358][G loss: -0.224]
294 [D loss: -0.100 R -0.588 F 0.388][G loss: -0.328]
295 [D loss: -0.084 R -0.660 F 0.491][G loss: -0.394]
296 [D loss: -0.064 R -0.655 F 0.527][G loss: -0.466]
297 [D loss: -0.168 R -0.752 F 0.417][G loss: -0.641]
298 [D loss: -0.017 R -0.717 F 0.683][G loss: -0.670]
299 [D loss: -0.023 R -0.806 F 0.761][G loss: -0.724]
300 [D loss: -0.096 R -0.844 F 0.652][G loss: -0.891]
301 [D loss: -0.099 R -0.941 F 0.744][G loss: -0.906]
302 [D loss: -0.036 R -0.881 F 0.810][G loss: -0.901]
303 [D loss: 0.052 R -0.841 F 0.946][G loss: -0.988]
304 [D loss: 0.054 R -0.919 F 1.027][G loss: -0.991]
305 [D loss: -0.004 R -0.974 F 0.965][G loss: -1.074]
306 [D loss: 0.071 R -0.915 F 1.057][G loss: -1.124]
307 [D loss: 0.080 R -0.943 F 1.103][G loss: -1.088]
308 [D loss: 0.079 R -1.038 F 1.197][G loss: -1.062]
309 [D loss: 0.050 R -0.974 F 1.075][G loss: -1.072]
310 [D loss: 0.097 R -0.863 F 1.057][G loss: -0.931]
311 [D loss: 0.064 R -0.836 F 0.964][G loss: -0.893]
312 [D loss: 0.044 R -0.802 F 0.890][G loss: -0.831]
313 [D loss: 0.038 R -0.728 F 0.804][G loss: -0.670]
314 [D loss: 0.008 R -0.659 F 0.674][G loss: -0.526]
315 [D loss: -0.006 R -0.623 F 0.611][G loss: -0.506]
316 [D loss: -0.003 R -0.550 F 0.544][G loss: -0.418]
317 [D loss: -0.028 R -0.522 F 0.466][G loss: -0.342]
318 [D loss: -0.020 R -0.492 F 0.453][G loss: -0.343]
319 [D loss: -0.004 R -0.453 F 0.445][G loss: -0.329]
320 [D loss: -0.022 R -0.439 F 0.396][G loss: -0.305]
321 [D loss: 0.001 R -0.408 F 0.410][G loss: -0.283]
322 [D loss: -0.010 R -0.406 F 0.386][G loss: -0.261]
323 [D loss: -0.017 R -0.379 F 0.345][G loss: -0.224]
324 [D loss: -0.041 R -0.376 F 0.293][G loss: -0.180]
325 [D loss: -0.073 R -0.380 F 0.234][G loss: -0.147]
326 [D loss: -0.072 R -0.366 F 0.222][G loss: -0.116]
327 [D loss: -0.115 R -0.399 F 0.169][G loss: -0.101]
328 [D loss: -0.124 R -0.409 F 0.161][G loss: -0.111]
329 [D loss: -0.083 R -0.422 F 0.256][G loss: -0.147]
330 [D loss: -0.131 R -0.470 F 0.209][G loss: -0.194]
331 [D loss: -0.035 R -0.399 F 0.329][G loss: -0.217]
332 [D loss: -0.089 R -0.438 F 0.260][G loss: -0.326]
333 [D loss: 0.006 R -0.393 F 0.405][G loss: -0.295]
334 [D loss: -0.044 R -0.419 F 0.332][G loss: -0.332]
335 [D loss: -0.038 R -0.415 F 0.340][G loss: -0.367]
336 [D loss: 0.039 R -0.339 F 0.417][G loss: -0.331]
337 [D loss: -0.026 R -0.392 F 0.340][G loss: -0.344]
338 [D loss: 0.045 R -0.332 F 0.423][G loss: -0.335]
339 [D loss: 0.027 R -0.305 F 0.359][G loss: -0.328]
340 [D loss: 0.061 R -0.305 F 0.427][G loss: -0.302]
341 [D loss: 0.023 R -0.305 F 0.351][G loss: -0.266]
342 [D loss: -0.004 R -0.306 F 0.297][G loss: -0.245]
343 [D loss: -0.003 R -0.279 F 0.273][G loss: -0.216]
344 [D loss: -0.022 R -0.290 F 0.246][G loss: -0.187]
345 [D loss: -0.046 R -0.309 F 0.217][G loss: -0.150]
346 [D loss: -0.063 R -0.312 F 0.186][G loss: -0.129]
347 [D loss: -0.069 R -0.329 F 0.191][G loss: -0.098]
348 [D loss: -0.090 R -0.360 F 0.180][G loss: -0.081]
349 [D loss: -0.122 R -0.436 F 0.191][G loss: -0.080]
350 [D loss: -0.082 R -0.396 F 0.232][G loss: -0.094]
351 [D loss: -0.115 R -0.451 F 0.221][G loss: -0.117]
352 [D loss: -0.124 R -0.455 F 0.208][G loss: -0.189]
353 [D loss: -0.083 R -0.484 F 0.318][G loss: -0.246]
354 [D loss: -0.107 R -0.534 F 0.320][G loss: -0.311]
355 [D loss: -0.114 R -0.577 F 0.349][G loss: -0.371]
356 [D loss: -0.071 R -0.513 F 0.372][G loss: -0.441]
357 [D loss: -0.089 R -0.580 F 0.401][G loss: -0.491]
358 [D loss: -0.027 R -0.597 F 0.543][G loss: -0.524]
359 [D loss: -0.053 R -0.606 F 0.499][G loss: -0.570]
360 [D loss: -0.018 R -0.590 F 0.554][G loss: -0.582]
361 [D loss: 0.015 R -0.572 F 0.602][G loss: -0.592]
362 [D loss: -0.008 R -0.590 F 0.575][G loss: -0.618]
363 [D loss: 0.023 R -0.650 F 0.696][G loss: -0.626]
364 [D loss: 0.036 R -0.585 F 0.657][G loss: -0.632]
365 [D loss: 0.027 R -0.610 F 0.664][G loss: -0.613]
366 [D loss: 0.018 R -0.633 F 0.669][G loss: -0.604]
367 [D loss: 0.004 R -0.659 F 0.667][G loss: -0.599]
368 [D loss: -0.001 R -0.654 F 0.652][G loss: -0.571]
369 [D loss: -0.017 R -0.678 F 0.644][G loss: -0.589]
370 [D loss: -0.021 R -0.696 F 0.653][G loss: -0.579]
371 [D loss: -0.011 R -0.702 F 0.680][G loss: -0.590]
372 [D loss: 0.014 R -0.674 F 0.702][G loss: -0.610]
373 [D loss: -0.018 R -0.687 F 0.651][G loss: -0.565]
374 [D loss: 0.036 R -0.662 F 0.735][G loss: -0.601]
375 [D loss: 0.012 R -0.654 F 0.679][G loss: -0.553]
376 [D loss: -0.037 R -0.615 F 0.542][G loss: -0.519]
377 [D loss: 0.031 R -0.605 F 0.666][G loss: -0.509]
378 [D loss: -0.026 R -0.569 F 0.517][G loss: -0.458]
379 [D loss: -0.040 R -0.502 F 0.423][G loss: -0.425]
380 [D loss: 0.017 R -0.488 F 0.523][G loss: -0.395]
381 [D loss: -0.057 R -0.505 F 0.391][G loss: -0.376]
382 [D loss: -0.042 R -0.428 F 0.344][G loss: -0.342]
383 [D loss: -0.046 R -0.386 F 0.294][G loss: -0.313]
384 [D loss: -0.032 R -0.397 F 0.333][G loss: -0.297]
385 [D loss: -0.077 R -0.426 F 0.271][G loss: -0.330]
386 [D loss: -0.036 R -0.413 F 0.341][G loss: -0.300]
387 [D loss: -0.092 R -0.365 F 0.182][G loss: -0.326]
388 [D loss: -0.061 R -0.411 F 0.290][G loss: -0.365]
389 [D loss: -0.002 R -0.413 F 0.410][G loss: -0.348]
390 [D loss: -0.008 R -0.393 F 0.378][G loss: -0.373]
391 [D loss: -0.004 R -0.387 F 0.378][G loss: -0.388]
392 [D loss: 0.048 R -0.385 F 0.481][G loss: -0.394]
393 [D loss: 0.049 R -0.374 F 0.473][G loss: -0.402]
394 [D loss: 0.044 R -0.350 F 0.438][G loss: -0.431]
395 [D loss: 0.052 R -0.356 F 0.460][G loss: -0.393]
396 [D loss: 0.052 R -0.346 F 0.450][G loss: -0.379]
397 [D loss: 0.032 R -0.343 F 0.406][G loss: -0.363]
398 [D loss: 0.025 R -0.323 F 0.373][G loss: -0.315]
399 [D loss: -0.012 R -0.297 F 0.273][G loss: -0.269]
400 [D loss: -0.010 R -0.317 F 0.297][G loss: -0.230]
401 [D loss: -0.012 R -0.315 F 0.291][G loss: -0.211]
402 [D loss: -0.044 R -0.310 F 0.221][G loss: -0.205]
403 [D loss: -0.083 R -0.385 F 0.218][G loss: -0.232]
404 [D loss: -0.030 R -0.362 F 0.301][G loss: -0.244]
405 [D loss: -0.039 R -0.399 F 0.320][G loss: -0.262]
406 [D loss: -0.032 R -0.373 F 0.310][G loss: -0.304]
407 [D loss: -0.017 R -0.429 F 0.395][G loss: -0.315]
408 [D loss: -0.029 R -0.425 F 0.367][G loss: -0.375]
409 [D loss: -0.029 R -0.439 F 0.381][G loss: -0.418]
410 [D loss: 0.027 R -0.423 F 0.477][G loss: -0.426]
411 [D loss: 0.018 R -0.428 F 0.464][G loss: -0.435]
412 [D loss: 0.003 R -0.419 F 0.426][G loss: -0.434]
413 [D loss: 0.040 R -0.390 F 0.470][G loss: -0.410]
414 [D loss: 0.018 R -0.396 F 0.433][G loss: -0.399]
415 [D loss: 0.017 R -0.377 F 0.411][G loss: -0.381]
416 [D loss: 0.015 R -0.376 F 0.406][G loss: -0.351]
417 [D loss: 0.007 R -0.361 F 0.375][G loss: -0.331]
418 [D loss: 0.002 R -0.363 F 0.367][G loss: -0.309]
419 [D loss: 0.000 R -0.350 F 0.350][G loss: -0.302]
420 [D loss: 0.007 R -0.327 F 0.341][G loss: -0.282]
421 [D loss: -0.003 R -0.312 F 0.306][G loss: -0.259]
422 [D loss: 0.004 R -0.292 F 0.299][G loss: -0.227]
423 [D loss: 0.004 R -0.255 F 0.262][G loss: -0.194]
424 [D loss: 0.008 R -0.252 F 0.267][G loss: -0.199]
425 [D loss: 0.016 R -0.214 F 0.246][G loss: -0.187]
426 [D loss: -0.004 R -0.205 F 0.197][G loss: -0.163]
427 [D loss: 0.000 R -0.187 F 0.187][G loss: -0.147]
428 [D loss: 0.004 R -0.213 F 0.222][G loss: -0.162]
429 [D loss: 0.009 R -0.195 F 0.213][G loss: -0.165]
430 [D loss: 0.006 R -0.198 F 0.209][G loss: -0.151]
431 [D loss: -0.001 R -0.189 F 0.188][G loss: -0.148]
432 [D loss: 0.006 R -0.200 F 0.212][G loss: -0.163]
433 [D loss: -0.002 R -0.197 F 0.193][G loss: -0.164]
434 [D loss: 0.006 R -0.186 F 0.198][G loss: -0.160]
435 [D loss: 0.005 R -0.199 F 0.209][G loss: -0.158]
436 [D loss: 0.001 R -0.208 F 0.210][G loss: -0.175]
437 [D loss: 0.001 R -0.219 F 0.221][G loss: -0.194]
438 [D loss: 0.004 R -0.207 F 0.215][G loss: -0.180]
439 [D loss: 0.003 R -0.206 F 0.211][G loss: -0.168]
440 [D loss: -0.011 R -0.226 F 0.204][G loss: -0.180]
441 [D loss: -0.016 R -0.241 F 0.208][G loss: -0.189]
442 [D loss: -0.012 R -0.232 F 0.208][G loss: -0.179]
443 [D loss: -0.025 R -0.245 F 0.195][G loss: -0.193]
444 [D loss: -0.016 R -0.244 F 0.213][G loss: -0.183]
445 [D loss: -0.013 R -0.240 F 0.214][G loss: -0.174]
446 [D loss: -0.026 R -0.244 F 0.193][G loss: -0.174]
447 [D loss: -0.029 R -0.250 F 0.193][G loss: -0.180]
448 [D loss: -0.017 R -0.249 F 0.215][G loss: -0.173]
449 [D loss: -0.015 R -0.242 F 0.213][G loss: -0.157]
450 [D loss: -0.024 R -0.231 F 0.182][G loss: -0.159]
451 [D loss: -0.015 R -0.230 F 0.200][G loss: -0.159]
452 [D loss: -0.018 R -0.216 F 0.180][G loss: -0.143]
453 [D loss: -0.012 R -0.221 F 0.198][G loss: -0.158]
454 [D loss: -0.006 R -0.222 F 0.211][G loss: -0.168]
455 [D loss: -0.002 R -0.201 F 0.197][G loss: -0.179]
456 [D loss: -0.011 R -0.219 F 0.197][G loss: -0.169]
457 [D loss: -0.000 R -0.208 F 0.207][G loss: -0.173]
458 [D loss: -0.021 R -0.218 F 0.176][G loss: -0.173]
459 [D loss: -0.011 R -0.216 F 0.194][G loss: -0.173]
460 [D loss: -0.006 R -0.209 F 0.198][G loss: -0.169]
461 [D loss: 0.002 R -0.200 F 0.204][G loss: -0.159]
462 [D loss: -0.010 R -0.202 F 0.182][G loss: -0.160]
463 [D loss: -0.022 R -0.214 F 0.171][G loss: -0.161]
464 [D loss: -0.055 R -0.201 F 0.091][G loss: -0.173]
465 [D loss: -0.016 R -0.214 F 0.182][G loss: -0.186]
466 [D loss: -0.001 R -0.228 F 0.227][G loss: -0.184]
467 [D loss: -0.014 R -0.230 F 0.201][G loss: -0.175]
468 [D loss: -0.019 R -0.227 F 0.189][G loss: -0.174]
469 [D loss: -0.008 R -0.223 F 0.208][G loss: -0.184]
470 [D loss: -0.017 R -0.225 F 0.191][G loss: -0.172]
471 [D loss: -0.013 R -0.219 F 0.193][G loss: -0.166]
472 [D loss: -0.009 R -0.223 F 0.204][G loss: -0.160]
473 [D loss: -0.029 R -0.230 F 0.173][G loss: -0.143]
474 [D loss: -0.025 R -0.233 F 0.184][G loss: -0.127]
475 [D loss: -0.020 R -0.218 F 0.178][G loss: -0.124]
476 [D loss: -0.014 R -0.215 F 0.186][G loss: -0.115]
477 [D loss: -0.013 R -0.213 F 0.186][G loss: -0.123]
478 [D loss: -0.018 R -0.213 F 0.177][G loss: -0.122]
479 [D loss: -0.022 R -0.207 F 0.163][G loss: -0.106]
480 [D loss: -0.018 R -0.196 F 0.160][G loss: -0.126]
481 [D loss: -0.015 R -0.204 F 0.175][G loss: -0.129]
482 [D loss: -0.003 R -0.196 F 0.191][G loss: -0.152]
483 [D loss: -0.009 R -0.213 F 0.195][G loss: -0.158]
484 [D loss: -0.015 R -0.221 F 0.191][G loss: -0.161]
485 [D loss: -0.014 R -0.188 F 0.159][G loss: -0.131]
486 [D loss: -0.026 R -0.201 F 0.150][G loss: -0.129]
487 [D loss: -0.012 R -0.199 F 0.174][G loss: -0.133]
488 [D loss: -0.010 R -0.200 F 0.180][G loss: -0.147]
489 [D loss: -0.009 R -0.206 F 0.188][G loss: -0.159]
490 [D loss: -0.006 R -0.220 F 0.208][G loss: -0.181]
491 [D loss: -0.006 R -0.221 F 0.209][G loss: -0.191]
492 [D loss: 0.008 R -0.232 F 0.247][G loss: -0.208]
493 [D loss: 0.010 R -0.235 F 0.255][G loss: -0.223]
494 [D loss: 0.007 R -0.230 F 0.244][G loss: -0.225]
495 [D loss: 0.013 R -0.235 F 0.261][G loss: -0.221]
496 [D loss: -0.009 R -0.260 F 0.242][G loss: -0.222]
497 [D loss: 0.003 R -0.264 F 0.270][G loss: -0.217]
498 [D loss: 0.003 R -0.253 F 0.259][G loss: -0.215]
499 [D loss: -0.020 R -0.274 F 0.234][G loss: -0.235]
500 [D loss: 0.008 R -0.258 F 0.275][G loss: -0.230]
501 [D loss: -0.004 R -0.261 F 0.253][G loss: -0.212]
502 [D loss: -0.019 R -0.263 F 0.225][G loss: -0.206]
503 [D loss: -0.024 R -0.270 F 0.222][G loss: -0.190]
504 [D loss: -0.029 R -0.271 F 0.213][G loss: -0.179]
505 [D loss: -0.012 R -0.279 F 0.254][G loss: -0.212]
506 [D loss: -0.008 R -0.282 F 0.265][G loss: -0.231]
507 [D loss: -0.012 R -0.281 F 0.258][G loss: -0.230]
508 [D loss: 0.001 R -0.289 F 0.290][G loss: -0.251]
509 [D loss: -0.004 R -0.293 F 0.284][G loss: -0.249]
510 [D loss: -0.001 R -0.282 F 0.281][G loss: -0.250]
511 [D loss: 0.005 R -0.269 F 0.279][G loss: -0.242]
512 [D loss: 0.005 R -0.261 F 0.271][G loss: -0.231]
513 [D loss: -0.004 R -0.249 F 0.240][G loss: -0.219]
514 [D loss: -0.028 R -0.257 F 0.202][G loss: -0.206]
515 [D loss: -0.003 R -0.241 F 0.235][G loss: -0.202]
516 [D loss: -0.006 R -0.250 F 0.239][G loss: -0.190]
517 [D loss: -0.014 R -0.242 F 0.213][G loss: -0.181]
518 [D loss: -0.008 R -0.233 F 0.216][G loss: -0.182]
519 [D loss: -0.013 R -0.232 F 0.206][G loss: -0.172]
520 [D loss: -0.013 R -0.222 F 0.196][G loss: -0.167]
521 [D loss: -0.011 R -0.207 F 0.186][G loss: -0.147]
522 [D loss: -0.014 R -0.208 F 0.180][G loss: -0.147]
523 [D loss: -0.020 R -0.199 F 0.158][G loss: -0.128]
524 [D loss: -0.011 R -0.183 F 0.161][G loss: -0.125]
525 [D loss: -0.024 R -0.184 F 0.136][G loss: -0.127]
526 [D loss: -0.010 R -0.188 F 0.169][G loss: -0.134]
527 [D loss: -0.016 R -0.192 F 0.160][G loss: -0.121]
528 [D loss: -0.008 R -0.186 F 0.171][G loss: -0.135]
529 [D loss: -0.020 R -0.200 F 0.160][G loss: -0.141]
530 [D loss: -0.007 R -0.203 F 0.188][G loss: -0.158]
531 [D loss: 0.000 R -0.197 F 0.198][G loss: -0.173]
532 [D loss: -0.006 R -0.219 F 0.207][G loss: -0.179]
533 [D loss: -0.004 R -0.211 F 0.202][G loss: -0.187]
534 [D loss: 0.000 R -0.205 F 0.206][G loss: -0.166]
535 [D loss: -0.012 R -0.208 F 0.183][G loss: -0.163]
536 [D loss: -0.016 R -0.210 F 0.177][G loss: -0.158]
537 [D loss: -0.017 R -0.212 F 0.178][G loss: -0.142]
538 [D loss: -0.018 R -0.211 F 0.175][G loss: -0.148]
539 [D loss: -0.021 R -0.218 F 0.177][G loss: -0.141]
540 [D loss: -0.021 R -0.210 F 0.168][G loss: -0.132]
541 [D loss: -0.022 R -0.211 F 0.168][G loss: -0.142]
542 [D loss: -0.016 R -0.201 F 0.168][G loss: -0.144]
543 [D loss: -0.018 R -0.197 F 0.162][G loss: -0.139]
544 [D loss: -0.017 R -0.194 F 0.159][G loss: -0.133]
545 [D loss: -0.033 R -0.212 F 0.146][G loss: -0.143]
546 [D loss: -0.014 R -0.194 F 0.167][G loss: -0.124]
547 [D loss: -0.018 R -0.196 F 0.160][G loss: -0.123]
548 [D loss: -0.036 R -0.199 F 0.128][G loss: -0.139]
549 [D loss: -0.018 R -0.199 F 0.163][G loss: -0.129]
550 [D loss: -0.017 R -0.194 F 0.161][G loss: -0.128]
551 [D loss: -0.011 R -0.197 F 0.175][G loss: -0.160]
552 [D loss: -0.005 R -0.199 F 0.189][G loss: -0.152]
553 [D loss: -0.009 R -0.210 F 0.192][G loss: -0.169]
554 [D loss: -0.020 R -0.220 F 0.179][G loss: -0.181]
555 [D loss: -0.007 R -0.220 F 0.206][G loss: -0.162]
556 [D loss: -0.002 R -0.204 F 0.200][G loss: -0.165]
557 [D loss: -0.012 R -0.223 F 0.200][G loss: -0.161]
558 [D loss: -0.008 R -0.205 F 0.188][G loss: -0.150]
559 [D loss: -0.013 R -0.220 F 0.194][G loss: -0.151]
560 [D loss: -0.010 R -0.216 F 0.195][G loss: -0.149]
561 [D loss: -0.014 R -0.220 F 0.191][G loss: -0.143]
562 [D loss: -0.014 R -0.218 F 0.189][G loss: -0.148]
563 [D loss: -0.018 R -0.216 F 0.180][G loss: -0.143]
564 [D loss: -0.027 R -0.229 F 0.175][G loss: -0.145]
565 [D loss: -0.032 R -0.222 F 0.157][G loss: -0.129]
566 [D loss: -0.031 R -0.226 F 0.165][G loss: -0.139]
567 [D loss: -0.022 R -0.224 F 0.180][G loss: -0.144]
568 [D loss: -0.031 R -0.246 F 0.185][G loss: -0.147]
569 [D loss: -0.028 R -0.232 F 0.176][G loss: -0.144]
570 [D loss: -0.022 R -0.240 F 0.196][G loss: -0.163]
571 [D loss: -0.028 R -0.247 F 0.190][G loss: -0.173]
572 [D loss: -0.014 R -0.244 F 0.216][G loss: -0.180]
573 [D loss: -0.024 R -0.250 F 0.202][G loss: -0.192]
574 [D loss: -0.009 R -0.254 F 0.235][G loss: -0.203]
575 [D loss: -0.009 R -0.237 F 0.218][G loss: -0.176]
576 [D loss: -0.020 R -0.238 F 0.198][G loss: -0.174]
577 [D loss: -0.012 R -0.230 F 0.207][G loss: -0.169]
578 [D loss: -0.016 R -0.230 F 0.198][G loss: -0.167]
579 [D loss: -0.023 R -0.238 F 0.192][G loss: -0.148]
580 [D loss: -0.024 R -0.231 F 0.182][G loss: -0.140]
581 [D loss: -0.039 R -0.235 F 0.156][G loss: -0.129]
582 [D loss: -0.041 R -0.235 F 0.153][G loss: -0.119]
583 [D loss: -0.027 R -0.229 F 0.174][G loss: -0.143]
584 [D loss: -0.011 R -0.219 F 0.198][G loss: -0.146]
585 [D loss: -0.015 R -0.213 F 0.182][G loss: -0.139]
586 [D loss: -0.017 R -0.208 F 0.175][G loss: -0.130]
587 [D loss: -0.019 R -0.203 F 0.166][G loss: -0.127]
588 [D loss: -0.013 R -0.202 F 0.176][G loss: -0.127]
589 [D loss: -0.014 R -0.205 F 0.176][G loss: -0.134]
590 [D loss: -0.014 R -0.194 F 0.167][G loss: -0.125]
591 [D loss: -0.039 R -0.202 F 0.123][G loss: -0.130]
592 [D loss: -0.028 R -0.210 F 0.155][G loss: -0.120]
593 [D loss: -0.020 R -0.209 F 0.169][G loss: -0.126]
594 [D loss: -0.013 R -0.200 F 0.173][G loss: -0.125]
595 [D loss: -0.032 R -0.203 F 0.138][G loss: -0.125]
596 [D loss: -0.027 R -0.207 F 0.154][G loss: -0.109]
597 [D loss: -0.021 R -0.197 F 0.155][G loss: -0.110]
598 [D loss: -0.027 R -0.198 F 0.144][G loss: -0.100]
599 [D loss: -0.026 R -0.199 F 0.146][G loss: -0.099]
600 [D loss: -0.036 R -0.201 F 0.128][G loss: -0.112]
601 [D loss: -0.038 R -0.213 F 0.137][G loss: -0.119]
602 [D loss: -0.029 R -0.212 F 0.154][G loss: -0.116]
603 [D loss: -0.019 R -0.212 F 0.175][G loss: -0.114]
604 [D loss: -0.018 R -0.201 F 0.165][G loss: -0.110]
605 [D loss: -0.027 R -0.208 F 0.155][G loss: -0.119]
606 [D loss: -0.054 R -0.232 F 0.125][G loss: -0.106]
607 [D loss: -0.032 R -0.236 F 0.172][G loss: -0.120]
608 [D loss: -0.022 R -0.215 F 0.172][G loss: -0.122]
609 [D loss: -0.023 R -0.218 F 0.172][G loss: -0.123]
610 [D loss: -0.040 R -0.237 F 0.157][G loss: -0.130]
611 [D loss: -0.037 R -0.210 F 0.136][G loss: -0.122]
612 [D loss: -0.014 R -0.225 F 0.198][G loss: -0.139]
613 [D loss: -0.020 R -0.223 F 0.184][G loss: -0.129]
614 [D loss: -0.019 R -0.221 F 0.182][G loss: -0.126]
615 [D loss: -0.025 R -0.219 F 0.168][G loss: -0.119]
616 [D loss: -0.031 R -0.215 F 0.153][G loss: -0.105]
617 [D loss: -0.057 R -0.251 F 0.136][G loss: -0.127]
618 [D loss: -0.027 R -0.242 F 0.187][G loss: -0.119]
619 [D loss: -0.031 R -0.231 F 0.168][G loss: -0.120]
620 [D loss: -0.039 R -0.241 F 0.162][G loss: -0.136]
621 [D loss: -0.021 R -0.239 F 0.198][G loss: -0.121]
622 [D loss: -0.041 R -0.236 F 0.154][G loss: -0.147]
623 [D loss: -0.022 R -0.238 F 0.193][G loss: -0.125]
624 [D loss: -0.048 R -0.243 F 0.147][G loss: -0.150]
625 [D loss: -0.026 R -0.251 F 0.200][G loss: -0.130]
626 [D loss: -0.037 R -0.241 F 0.167][G loss: -0.152]
627 [D loss: -0.036 R -0.243 F 0.172][G loss: -0.120]
628 [D loss: -0.044 R -0.242 F 0.154][G loss: -0.139]
629 [D loss: -0.023 R -0.237 F 0.190][G loss: -0.122]
630 [D loss: -0.019 R -0.227 F 0.190][G loss: -0.125]
631 [D loss: -0.022 R -0.229 F 0.186][G loss: -0.120]
632 [D loss: -0.029 R -0.233 F 0.176][G loss: -0.129]
633 [D loss: -0.040 R -0.230 F 0.150][G loss: -0.112]
634 [D loss: -0.042 R -0.228 F 0.145][G loss: -0.128]
635 [D loss: -0.035 R -0.240 F 0.169][G loss: -0.107]
636 [D loss: -0.044 R -0.237 F 0.149][G loss: -0.130]
637 [D loss: -0.049 R -0.241 F 0.144][G loss: -0.089]
638 [D loss: -0.055 R -0.252 F 0.142][G loss: -0.130]
639 [D loss: -0.029 R -0.242 F 0.184][G loss: -0.112]
640 [D loss: -0.028 R -0.223 F 0.167][G loss: -0.121]
641 [D loss: -0.042 R -0.252 F 0.168][G loss: -0.101]
642 [D loss: -0.062 R -0.259 F 0.135][G loss: -0.146]
643 [D loss: -0.023 R -0.245 F 0.199][G loss: -0.127]
644 [D loss: -0.033 R -0.241 F 0.174][G loss: -0.123]
645 [D loss: -0.097 R -0.257 F 0.063][G loss: -0.162]
646 [D loss: -0.019 R -0.274 F 0.236][G loss: -0.149]
647 [D loss: -0.032 R -0.269 F 0.205][G loss: -0.135]
648 [D loss: -0.040 R -0.255 F 0.175][G loss: -0.147]
649 [D loss: -0.024 R -0.235 F 0.188][G loss: -0.126]
650 [D loss: -0.026 R -0.249 F 0.197][G loss: -0.132]
651 [D loss: -0.033 R -0.263 F 0.196][G loss: -0.123]
652 [D loss: -0.027 R -0.235 F 0.181][G loss: -0.109]
653 [D loss: -0.038 R -0.238 F 0.161][G loss: -0.111]
654 [D loss: -0.034 R -0.232 F 0.164][G loss: -0.094]
655 [D loss: -0.047 R -0.238 F 0.144][G loss: -0.116]
656 [D loss: -0.031 R -0.234 F 0.173][G loss: -0.096]
657 [D loss: -0.025 R -0.225 F 0.175][G loss: -0.101]
658 [D loss: -0.031 R -0.227 F 0.165][G loss: -0.102]
659 [D loss: -0.039 R -0.216 F 0.138][G loss: -0.092]
660 [D loss: -0.044 R -0.220 F 0.133][G loss: -0.099]
661 [D loss: -0.037 R -0.209 F 0.135][G loss: -0.089]
662 [D loss: -0.045 R -0.230 F 0.139][G loss: -0.104]
663 [D loss: -0.028 R -0.230 F 0.175][G loss: -0.103]
664 [D loss: -0.018 R -0.216 F 0.181][G loss: -0.097]
665 [D loss: -0.022 R -0.209 F 0.165][G loss: -0.089]
666 [D loss: -0.029 R -0.201 F 0.144][G loss: -0.089]
667 [D loss: -0.033 R -0.217 F 0.152][G loss: -0.097]
668 [D loss: -0.037 R -0.212 F 0.139][G loss: -0.097]
669 [D loss: -0.031 R -0.221 F 0.159][G loss: -0.089]
670 [D loss: -0.023 R -0.218 F 0.172][G loss: -0.092]
671 [D loss: -0.022 R -0.210 F 0.167][G loss: -0.089]
672 [D loss: -0.028 R -0.217 F 0.161][G loss: -0.093]
673 [D loss: -0.045 R -0.231 F 0.141][G loss: -0.103]
674 [D loss: -0.035 R -0.216 F 0.145][G loss: -0.097]
675 [D loss: -0.028 R -0.221 F 0.165][G loss: -0.113]
676 [D loss: -0.032 R -0.238 F 0.173][G loss: -0.100]
677 [D loss: -0.021 R -0.234 F 0.191][G loss: -0.121]
678 [D loss: -0.027 R -0.238 F 0.185][G loss: -0.112]
679 [D loss: -0.030 R -0.254 F 0.194][G loss: -0.120]
680 [D loss: -0.046 R -0.225 F 0.134][G loss: -0.118]
681 [D loss: -0.037 R -0.262 F 0.188][G loss: -0.128]
682 [D loss: -0.040 R -0.251 F 0.172][G loss: -0.115]
683 [D loss: -0.038 R -0.252 F 0.177][G loss: -0.115]
684 [D loss: -0.044 R -0.248 F 0.160][G loss: -0.114]
685 [D loss: -0.051 R -0.268 F 0.165][G loss: -0.129]
686 [D loss: -0.035 R -0.255 F 0.185][G loss: -0.116]
687 [D loss: -0.025 R -0.252 F 0.202][G loss: -0.122]
688 [D loss: -0.022 R -0.239 F 0.195][G loss: -0.114]
689 [D loss: -0.024 R -0.236 F 0.187][G loss: -0.103]
690 [D loss: -0.025 R -0.235 F 0.185][G loss: -0.100]
691 [D loss: -0.024 R -0.236 F 0.187][G loss: -0.104]
692 [D loss: -0.042 R -0.237 F 0.153][G loss: -0.093]
693 [D loss: -0.075 R -0.234 F 0.084][G loss: -0.116]
694 [D loss: -0.010 R -0.232 F 0.212][G loss: -0.123]
695 [D loss: -0.017 R -0.209 F 0.174][G loss: -0.107]
696 [D loss: -0.051 R -0.231 F 0.130][G loss: -0.120]
697 [D loss: -0.018 R -0.206 F 0.169][G loss: -0.100]
698 [D loss: -0.029 R -0.228 F 0.169][G loss: -0.108]
699 [D loss: -0.022 R -0.219 F 0.176][G loss: -0.091]
700 [D loss: -0.039 R -0.218 F 0.140][G loss: -0.108]
701 [D loss: -0.039 R -0.258 F 0.181][G loss: -0.110]
702 [D loss: -0.020 R -0.240 F 0.199][G loss: -0.121]
703 [D loss: -0.030 R -0.248 F 0.189][G loss: -0.115]
704 [D loss: -0.043 R -0.252 F 0.165][G loss: -0.134]
705 [D loss: -0.018 R -0.229 F 0.192][G loss: -0.120]
706 [D loss: -0.027 R -0.245 F 0.190][G loss: -0.115]
707 [D loss: -0.023 R -0.247 F 0.202][G loss: -0.110]
708 [D loss: -0.022 R -0.235 F 0.192][G loss: -0.126]
709 [D loss: -0.046 R -0.249 F 0.157][G loss: -0.098]
710 [D loss: -0.067 R -0.260 F 0.125][G loss: -0.129]
711 [D loss: -0.023 R -0.251 F 0.206][G loss: -0.109]
712 [D loss: -0.021 R -0.236 F 0.195][G loss: -0.114]
713 [D loss: -0.019 R -0.247 F 0.208][G loss: -0.116]
714 [D loss: -0.046 R -0.273 F 0.180][G loss: -0.151]
715 [D loss: -0.053 R -0.268 F 0.162][G loss: -0.107]
716 [D loss: -0.024 R -0.277 F 0.229][G loss: -0.139]
717 [D loss: -0.015 R -0.257 F 0.227][G loss: -0.135]
718 [D loss: -0.022 R -0.248 F 0.204][G loss: -0.106]
719 [D loss: -0.036 R -0.235 F 0.162][G loss: -0.139]
720 [D loss: -0.016 R -0.225 F 0.192][G loss: -0.117]
721 [D loss: -0.005 R -0.231 F 0.221][G loss: -0.125]
722 [D loss: -0.013 R -0.251 F 0.226][G loss: -0.123]
723 [D loss: -0.013 R -0.236 F 0.210][G loss: -0.118]
724 [D loss: -0.031 R -0.248 F 0.186][G loss: -0.128]
725 [D loss: -0.056 R -0.253 F 0.140][G loss: -0.105]
726 [D loss: -0.014 R -0.254 F 0.225][G loss: -0.124]
727 [D loss: -0.016 R -0.239 F 0.207][G loss: -0.133]
728 [D loss: -0.048 R -0.259 F 0.162][G loss: -0.141]
729 [D loss: -0.060 R -0.276 F 0.156][G loss: -0.142]
730 [D loss: -0.035 R -0.277 F 0.207][G loss: -0.146]
731 [D loss: -0.018 R -0.273 F 0.237][G loss: -0.147]
732 [D loss: -0.021 R -0.278 F 0.235][G loss: -0.149]
733 [D loss: -0.023 R -0.256 F 0.210][G loss: -0.156]
734 [D loss: -0.010 R -0.250 F 0.230][G loss: -0.138]
735 [D loss: -0.037 R -0.273 F 0.200][G loss: -0.158]
736 [D loss: -0.039 R -0.279 F 0.200][G loss: -0.133]
737 [D loss: -0.046 R -0.275 F 0.183][G loss: -0.152]
738 [D loss: -0.013 R -0.251 F 0.226][G loss: -0.123]
739 [D loss: -0.022 R -0.254 F 0.209][G loss: -0.125]
740 [D loss: -0.009 R -0.235 F 0.218][G loss: -0.136]
741 [D loss: -0.009 R -0.243 F 0.225][G loss: -0.142]
742 [D loss: -0.033 R -0.256 F 0.189][G loss: -0.130]
743 [D loss: -0.043 R -0.254 F 0.169][G loss: -0.139]
744 [D loss: -0.024 R -0.252 F 0.204][G loss: -0.119]
745 [D loss: -0.012 R -0.241 F 0.217][G loss: -0.127]
746 [D loss: -0.014 R -0.248 F 0.220][G loss: -0.130]
747 [D loss: -0.024 R -0.261 F 0.214][G loss: -0.137]
748 [D loss: -0.058 R -0.264 F 0.148][G loss: -0.128]
749 [D loss: -0.017 R -0.250 F 0.216][G loss: -0.139]
750 [D loss: -0.031 R -0.258 F 0.196][G loss: -0.133]
751 [D loss: -0.015 R -0.238 F 0.208][G loss: -0.128]
752 [D loss: -0.059 R -0.268 F 0.149][G loss: -0.137]
753 [D loss: -0.010 R -0.238 F 0.217][G loss: -0.122]
754 [D loss: -0.015 R -0.231 F 0.200][G loss: -0.114]
755 [D loss: -0.021 R -0.226 F 0.185][G loss: -0.117]
756 [D loss: -0.022 R -0.228 F 0.184][G loss: -0.113]
757 [D loss: -0.050 R -0.244 F 0.145][G loss: -0.139]
758 [D loss: -0.010 R -0.236 F 0.215][G loss: -0.129]
759 [D loss: -0.004 R -0.234 F 0.227][G loss: -0.137]
760 [D loss: -0.015 R -0.226 F 0.195][G loss: -0.120]
761 [D loss: -0.032 R -0.237 F 0.174][G loss: -0.090]
762 [D loss: -0.078 R -0.256 F 0.100][G loss: -0.145]
763 [D loss: -0.000 R -0.232 F 0.231][G loss: -0.129]
764 [D loss: -0.019 R -0.230 F 0.191][G loss: -0.120]
765 [D loss: -0.059 R -0.241 F 0.124][G loss: -0.143]
766 [D loss: -0.012 R -0.254 F 0.230][G loss: -0.130]
767 [D loss: -0.031 R -0.252 F 0.189][G loss: -0.115]
768 [D loss: -0.019 R -0.216 F 0.178][G loss: -0.125]
769 [D loss: -0.017 R -0.222 F 0.189][G loss: -0.126]
770 [D loss: -0.025 R -0.236 F 0.187][G loss: -0.122]
771 [D loss: -0.016 R -0.233 F 0.200][G loss: -0.124]
772 [D loss: -0.014 R -0.223 F 0.195][G loss: -0.117]
773 [D loss: -0.009 R -0.209 F 0.191][G loss: -0.100]
774 [D loss: -0.009 R -0.196 F 0.178][G loss: -0.096]
775 [D loss: -0.016 R -0.204 F 0.172][G loss: -0.090]
776 [D loss: -0.013 R -0.194 F 0.168][G loss: -0.086]
777 [D loss: -0.022 R -0.199 F 0.155][G loss: -0.081]
778 [D loss: -0.021 R -0.200 F 0.157][G loss: -0.072]
779 [D loss: -0.016 R -0.176 F 0.144][G loss: -0.071]
780 [D loss: -0.035 R -0.201 F 0.130][G loss: -0.083]
781 [D loss: -0.069 R -0.216 F 0.079][G loss: -0.095]
782 [D loss: -0.013 R -0.228 F 0.202][G loss: -0.116]
783 [D loss: -0.021 R -0.215 F 0.174][G loss: -0.139]
784 [D loss: -0.037 R -0.244 F 0.171][G loss: -0.107]
785 [D loss: -0.032 R -0.262 F 0.198][G loss: -0.151]
786 [D loss: -0.015 R -0.240 F 0.210][G loss: -0.135]
787 [D loss: -0.012 R -0.235 F 0.212][G loss: -0.119]
788 [D loss: -0.006 R -0.205 F 0.193][G loss: -0.150]
789 [D loss: -0.034 R -0.237 F 0.170][G loss: -0.115]
790 [D loss: -0.028 R -0.246 F 0.190][G loss: -0.141]
791 [D loss: -0.026 R -0.243 F 0.190][G loss: -0.106]
792 [D loss: -0.023 R -0.239 F 0.192][G loss: -0.119]
793 [D loss: -0.035 R -0.227 F 0.157][G loss: -0.097]
794 [D loss: -0.063 R -0.259 F 0.133][G loss: -0.137]
795 [D loss: -0.022 R -0.234 F 0.189][G loss: -0.108]
796 [D loss: -0.016 R -0.233 F 0.200][G loss: -0.111]
797 [D loss: -0.020 R -0.228 F 0.189][G loss: -0.105]
798 [D loss: -0.024 R -0.220 F 0.172][G loss: -0.126]
799 [D loss: -0.055 R -0.235 F 0.126][G loss: -0.123]
800 [D loss: 0.002 R -0.233 F 0.237][G loss: -0.139]
801 [D loss: -0.013 R -0.248 F 0.222][G loss: -0.151]
802 [D loss: -0.023 R -0.252 F 0.207][G loss: -0.135]
803 [D loss: -0.023 R -0.231 F 0.186][G loss: -0.128]
804 [D loss: -0.035 R -0.242 F 0.171][G loss: -0.116]
805 [D loss: -0.015 R -0.228 F 0.198][G loss: -0.110]
806 [D loss: -0.011 R -0.193 F 0.171][G loss: -0.106]
807 [D loss: -0.012 R -0.212 F 0.188][G loss: -0.101]
808 [D loss: -0.016 R -0.196 F 0.165][G loss: -0.096]
809 [D loss: -0.007 R -0.207 F 0.193][G loss: -0.095]
810 [D loss: -0.020 R -0.211 F 0.171][G loss: -0.095]
811 [D loss: -0.028 R -0.214 F 0.159][G loss: -0.081]
812 [D loss: -0.035 R -0.220 F 0.151][G loss: -0.123]
813 [D loss: -0.019 R -0.220 F 0.181][G loss: -0.105]
814 [D loss: -0.039 R -0.221 F 0.143][G loss: -0.128]
815 [D loss: -0.027 R -0.222 F 0.168][G loss: -0.113]
816 [D loss: -0.032 R -0.228 F 0.163][G loss: -0.125]
817 [D loss: -0.016 R -0.241 F 0.210][G loss: -0.128]
818 [D loss: -0.038 R -0.257 F 0.182][G loss: -0.146]
819 [D loss: -0.016 R -0.261 F 0.229][G loss: -0.147]
820 [D loss: -0.009 R -0.252 F 0.235][G loss: -0.151]
821 [D loss: -0.014 R -0.250 F 0.221][G loss: -0.157]
822 [D loss: -0.037 R -0.278 F 0.205][G loss: -0.166]
823 [D loss: -0.047 R -0.282 F 0.188][G loss: -0.150]
824 [D loss: -0.026 R -0.275 F 0.223][G loss: -0.169]
825 [D loss: -0.008 R -0.259 F 0.244][G loss: -0.162]
826 [D loss: -0.002 R -0.253 F 0.248][G loss: -0.164]
827 [D loss: -0.027 R -0.256 F 0.202][G loss: -0.154]
828 [D loss: -0.027 R -0.241 F 0.188][G loss: -0.132]
829 [D loss: -0.023 R -0.234 F 0.188][G loss: -0.130]
830 [D loss: -0.013 R -0.214 F 0.189][G loss: -0.125]
831 [D loss: -0.025 R -0.210 F 0.160][G loss: -0.117]
832 [D loss: -0.019 R -0.220 F 0.183][G loss: -0.106]
833 [D loss: -0.018 R -0.217 F 0.182][G loss: -0.107]
834 [D loss: -0.012 R -0.204 F 0.180][G loss: -0.100]
835 [D loss: -0.014 R -0.195 F 0.168][G loss: -0.096]
836 [D loss: -0.011 R -0.198 F 0.177][G loss: -0.107]
837 [D loss: -0.031 R -0.222 F 0.161][G loss: -0.120]
838 [D loss: -0.033 R -0.237 F 0.171][G loss: -0.127]
839 [D loss: -0.028 R -0.245 F 0.189][G loss: -0.130]
840 [D loss: -0.016 R -0.245 F 0.212][G loss: -0.137]
841 [D loss: -0.005 R -0.247 F 0.237][G loss: -0.154]
842 [D loss: -0.018 R -0.260 F 0.223][G loss: -0.169]
843 [D loss: -0.029 R -0.270 F 0.212][G loss: -0.166]
844 [D loss: -0.029 R -0.288 F 0.231][G loss: -0.181]
845 [D loss: -0.032 R -0.282 F 0.218][G loss: -0.170]
846 [D loss: -0.017 R -0.258 F 0.225][G loss: -0.165]
847 [D loss: -0.033 R -0.275 F 0.209][G loss: -0.174]
848 [D loss: -0.004 R -0.272 F 0.263][G loss: -0.171]
849 [D loss: -0.008 R -0.267 F 0.252][G loss: -0.169]
850 [D loss: -0.033 R -0.268 F 0.202][G loss: -0.166]
851 [D loss: -0.036 R -0.267 F 0.195][G loss: -0.149]
852 [D loss: -0.037 R -0.254 F 0.180][G loss: -0.150]
853 [D loss: -0.018 R -0.241 F 0.205][G loss: -0.148]
854 [D loss: -0.023 R -0.242 F 0.196][G loss: -0.141]
855 [D loss: -0.017 R -0.237 F 0.202][G loss: -0.123]
856 [D loss: -0.028 R -0.237 F 0.181][G loss: -0.146]
857 [D loss: -0.021 R -0.239 F 0.197][G loss: -0.128]
858 [D loss: -0.017 R -0.230 F 0.196][G loss: -0.142]
859 [D loss: -0.018 R -0.249 F 0.213][G loss: -0.134]
860 [D loss: -0.023 R -0.233 F 0.188][G loss: -0.147]
861 [D loss: -0.047 R -0.260 F 0.167][G loss: -0.126]
862 [D loss: -0.019 R -0.247 F 0.210][G loss: -0.146]
863 [D loss: -0.019 R -0.260 F 0.222][G loss: -0.138]
864 [D loss: -0.016 R -0.234 F 0.202][G loss: -0.143]
865 [D loss: -0.014 R -0.231 F 0.203][G loss: -0.119]
866 [D loss: -0.022 R -0.226 F 0.182][G loss: -0.146]
867 [D loss: -0.027 R -0.255 F 0.201][G loss: -0.124]
868 [D loss: -0.019 R -0.241 F 0.202][G loss: -0.147]
869 [D loss: -0.023 R -0.249 F 0.203][G loss: -0.129]
870 [D loss: -0.021 R -0.215 F 0.172][G loss: -0.138]
871 [D loss: -0.038 R -0.238 F 0.162][G loss: -0.119]
872 [D loss: -0.011 R -0.219 F 0.196][G loss: -0.116]
873 [D loss: -0.020 R -0.232 F 0.193][G loss: -0.127]
874 [D loss: -0.014 R -0.224 F 0.196][G loss: -0.128]
875 [D loss: -0.013 R -0.229 F 0.202][G loss: -0.120]
876 [D loss: -0.006 R -0.211 F 0.199][G loss: -0.115]
877 [D loss: -0.019 R -0.234 F 0.196][G loss: -0.117]
878 [D loss: -0.028 R -0.233 F 0.178][G loss: -0.145]
879 [D loss: -0.025 R -0.240 F 0.189][G loss: -0.130]
880 [D loss: -0.014 R -0.254 F 0.226][G loss: -0.143]
881 [D loss: -0.021 R -0.254 F 0.212][G loss: -0.154]
882 [D loss: -0.027 R -0.256 F 0.202][G loss: -0.140]
883 [D loss: -0.013 R -0.253 F 0.228][G loss: -0.148]
884 [D loss: -0.011 R -0.260 F 0.237][G loss: -0.143]
885 [D loss: -0.022 R -0.249 F 0.204][G loss: -0.145]
886 [D loss: 0.010 R -0.228 F 0.248][G loss: -0.146]
887 [D loss: -0.013 R -0.259 F 0.233][G loss: -0.141]
888 [D loss: -0.020 R -0.235 F 0.196][G loss: -0.132]
889 [D loss: -0.034 R -0.241 F 0.172][G loss: -0.147]
890 [D loss: -0.013 R -0.257 F 0.231][G loss: -0.148]
891 [D loss: -0.018 R -0.257 F 0.220][G loss: -0.140]
892 [D loss: -0.024 R -0.250 F 0.201][G loss: -0.136]
893 [D loss: -0.020 R -0.224 F 0.183][G loss: -0.119]
894 [D loss: -0.026 R -0.233 F 0.181][G loss: -0.117]
895 [D loss: -0.035 R -0.247 F 0.178][G loss: -0.117]
896 [D loss: -0.017 R -0.225 F 0.192][G loss: -0.116]
897 [D loss: -0.030 R -0.234 F 0.173][G loss: -0.121]
898 [D loss: -0.020 R -0.221 F 0.180][G loss: -0.105]
899 [D loss: -0.020 R -0.211 F 0.171][G loss: -0.113]
900 [D loss: -0.012 R -0.229 F 0.205][G loss: -0.122]
901 [D loss: -0.023 R -0.240 F 0.194][G loss: -0.124]
902 [D loss: -0.022 R -0.249 F 0.204][G loss: -0.134]
903 [D loss: -0.011 R -0.224 F 0.202][G loss: -0.117]
904 [D loss: -0.021 R -0.237 F 0.196][G loss: -0.134]
905 [D loss: -0.022 R -0.249 F 0.206][G loss: -0.129]
906 [D loss: -0.044 R -0.251 F 0.162][G loss: -0.145]
907 [D loss: -0.022 R -0.247 F 0.203][G loss: -0.136]
908 [D loss: -0.019 R -0.247 F 0.209][G loss: -0.151]
909 [D loss: -0.030 R -0.257 F 0.198][G loss: -0.124]
910 [D loss: -0.019 R -0.241 F 0.202][G loss: -0.133]
911 [D loss: -0.025 R -0.252 F 0.203][G loss: -0.137]
912 [D loss: -0.061 R -0.264 F 0.142][G loss: -0.169]
913 [D loss: -0.013 R -0.274 F 0.247][G loss: -0.163]
914 [D loss: -0.024 R -0.268 F 0.221][G loss: -0.142]
915 [D loss: -0.024 R -0.249 F 0.201][G loss: -0.136]
916 [D loss: -0.037 R -0.241 F 0.168][G loss: -0.101]
917 [D loss: -0.029 R -0.215 F 0.158][G loss: -0.122]
918 [D loss: -0.023 R -0.231 F 0.185][G loss: -0.100]
919 [D loss: -0.023 R -0.220 F 0.174][G loss: -0.094]
920 [D loss: -0.040 R -0.234 F 0.154][G loss: -0.122]
921 [D loss: -0.020 R -0.233 F 0.193][G loss: -0.096]
922 [D loss: -0.016 R -0.229 F 0.196][G loss: -0.110]
923 [D loss: -0.025 R -0.223 F 0.173][G loss: -0.141]
924 [D loss: -0.027 R -0.247 F 0.193][G loss: -0.119]
925 [D loss: -0.015 R -0.240 F 0.211][G loss: -0.145]
926 [D loss: -0.023 R -0.249 F 0.202][G loss: -0.135]
927 [D loss: -0.013 R -0.250 F 0.224][G loss: -0.156]
928 [D loss: -0.031 R -0.277 F 0.215][G loss: -0.135]
929 [D loss: -0.033 R -0.278 F 0.212][G loss: -0.135]
930 [D loss: -0.045 R -0.301 F 0.210][G loss: -0.137]
931 [D loss: -0.025 R -0.296 F 0.246][G loss: -0.160]
932 [D loss: -0.026 R -0.303 F 0.252][G loss: -0.154]
933 [D loss: -0.040 R -0.289 F 0.209][G loss: -0.146]
934 [D loss: -0.046 R -0.284 F 0.192][G loss: -0.143]
935 [D loss: -0.027 R -0.263 F 0.208][G loss: -0.141]
936 [D loss: -0.026 R -0.257 F 0.205][G loss: -0.143]
937 [D loss: -0.039 R -0.261 F 0.184][G loss: -0.139]
938 [D loss: -0.027 R -0.254 F 0.200][G loss: -0.139]
939 [D loss: -0.015 R -0.245 F 0.215][G loss: -0.132]
940 [D loss: -0.018 R -0.229 F 0.193][G loss: -0.101]
941 [D loss: -0.037 R -0.238 F 0.164][G loss: -0.111]
942 [D loss: -0.035 R -0.226 F 0.157][G loss: -0.085]
943 [D loss: -0.024 R -0.200 F 0.153][G loss: -0.076]
944 [D loss: -0.032 R -0.233 F 0.168][G loss: -0.092]
945 [D loss: -0.015 R -0.208 F 0.177][G loss: -0.087]
946 [D loss: -0.025 R -0.229 F 0.178][G loss: -0.106]
947 [D loss: -0.024 R -0.234 F 0.186][G loss: -0.111]
948 [D loss: -0.044 R -0.272 F 0.184][G loss: -0.139]
949 [D loss: -0.036 R -0.263 F 0.191][G loss: -0.130]
950 [D loss: -0.027 R -0.281 F 0.227][G loss: -0.152]
951 [D loss: -0.029 R -0.290 F 0.232][G loss: -0.137]
952 [D loss: -0.023 R -0.277 F 0.232][G loss: -0.149]
953 [D loss: -0.021 R -0.277 F 0.234][G loss: -0.123]
954 [D loss: -0.028 R -0.268 F 0.211][G loss: -0.134]
955 [D loss: -0.044 R -0.283 F 0.195][G loss: -0.105]
956 [D loss: -0.038 R -0.264 F 0.188][G loss: -0.126]
957 [D loss: -0.039 R -0.267 F 0.189][G loss: -0.114]
958 [D loss: -0.039 R -0.275 F 0.196][G loss: -0.128]
959 [D loss: -0.048 R -0.274 F 0.179][G loss: -0.132]
960 [D loss: -0.029 R -0.268 F 0.210][G loss: -0.123]
961 [D loss: -0.037 R -0.266 F 0.192][G loss: -0.147]
962 [D loss: -0.010 R -0.261 F 0.241][G loss: -0.144]
963 [D loss: -0.021 R -0.262 F 0.220][G loss: -0.141]
964 [D loss: -0.014 R -0.240 F 0.212][G loss: -0.128]
965 [D loss: -0.018 R -0.243 F 0.207][G loss: -0.108]
966 [D loss: -0.025 R -0.237 F 0.188][G loss: -0.121]
967 [D loss: -0.035 R -0.249 F 0.179][G loss: -0.091]
968 [D loss: -0.047 R -0.266 F 0.173][G loss: -0.106]
969 [D loss: -0.046 R -0.251 F 0.159][G loss: -0.080]
970 [D loss: -0.055 R -0.257 F 0.148][G loss: -0.094]
971 [D loss: -0.029 R -0.230 F 0.172][G loss: -0.087]
972 [D loss: -0.017 R -0.227 F 0.192][G loss: -0.097]
973 [D loss: -0.032 R -0.223 F 0.160][G loss: -0.092]
974 [D loss: -0.005 R -0.221 F 0.210][G loss: -0.100]
975 [D loss: -0.017 R -0.222 F 0.188][G loss: -0.092]
976 [D loss: -0.010 R -0.220 F 0.200][G loss: -0.115]
977 [D loss: -0.012 R -0.219 F 0.196][G loss: -0.098]
978 [D loss: -0.020 R -0.231 F 0.191][G loss: -0.095]
979 [D loss: -0.010 R -0.233 F 0.213][G loss: -0.103]
980 [D loss: -0.034 R -0.252 F 0.183][G loss: -0.110]
981 [D loss: -0.033 R -0.251 F 0.186][G loss: -0.090]
982 [D loss: -0.038 R -0.277 F 0.202][G loss: -0.107]
983 [D loss: -0.040 R -0.269 F 0.188][G loss: -0.102]
984 [D loss: -0.034 R -0.272 F 0.204][G loss: -0.111]
985 [D loss: -0.037 R -0.284 F 0.210][G loss: -0.121]
986 [D loss: -0.022 R -0.285 F 0.242][G loss: -0.161]
987 [D loss: -0.026 R -0.290 F 0.239][G loss: -0.160]
988 [D loss: -0.036 R -0.332 F 0.259][G loss: -0.188]
989 [D loss: -0.020 R -0.310 F 0.269][G loss: -0.174]
990 [D loss: -0.019 R -0.309 F 0.272][G loss: -0.197]
991 [D loss: -0.032 R -0.317 F 0.253][G loss: -0.186]
992 [D loss: -0.030 R -0.318 F 0.258][G loss: -0.190]
993 [D loss: -0.025 R -0.324 F 0.274][G loss: -0.164]
994 [D loss: -0.032 R -0.302 F 0.238][G loss: -0.153]
995 [D loss: -0.044 R -0.285 F 0.197][G loss: -0.123]
996 [D loss: -0.060 R -0.285 F 0.166][G loss: -0.116]
997 [D loss: -0.045 R -0.238 F 0.148][G loss: -0.092]
998 [D loss: -0.034 R -0.256 F 0.188][G loss: -0.075]
999 [D loss: -0.042 R -0.217 F 0.134][G loss: -0.082]
1000 [D loss: -0.032 R -0.212 F 0.147][G loss: -0.070]
1001 [D loss: -0.019 R -0.196 F 0.158][G loss: -0.070]
1002 [D loss: -0.019 R -0.197 F 0.159][G loss: -0.064]
1003 [D loss: -0.023 R -0.186 F 0.141][G loss: -0.061]
1004 [D loss: -0.017 R -0.176 F 0.142][G loss: -0.055]
1005 [D loss: -0.018 R -0.181 F 0.145][G loss: -0.081]
1006 [D loss: -0.002 R -0.186 F 0.183][G loss: -0.086]
1007 [D loss: -0.018 R -0.200 F 0.163][G loss: -0.067]
1008 [D loss: -0.016 R -0.185 F 0.152][G loss: -0.078]
1009 [D loss: -0.048 R -0.245 F 0.150][G loss: -0.124]
1010 [D loss: -0.023 R -0.257 F 0.211][G loss: -0.106]
1011 [D loss: -0.028 R -0.262 F 0.206][G loss: -0.119]
1012 [D loss: -0.037 R -0.285 F 0.210][G loss: -0.124]
1013 [D loss: -0.023 R -0.264 F 0.218][G loss: -0.120]
1014 [D loss: -0.026 R -0.277 F 0.224][G loss: -0.164]
1015 [D loss: -0.028 R -0.300 F 0.245][G loss: -0.151]
1016 [D loss: -0.043 R -0.307 F 0.220][G loss: -0.214]
1017 [D loss: -0.033 R -0.331 F 0.266][G loss: -0.165]
1018 [D loss: -0.032 R -0.311 F 0.248][G loss: -0.185]
1019 [D loss: -0.030 R -0.311 F 0.252][G loss: -0.162]
1020 [D loss: -0.024 R -0.305 F 0.257][G loss: -0.187]
1021 [D loss: -0.050 R -0.336 F 0.236][G loss: -0.139]
1022 [D loss: -0.024 R -0.284 F 0.236][G loss: -0.121]
1023 [D loss: -0.017 R -0.236 F 0.202][G loss: -0.101]
1024 [D loss: -0.029 R -0.259 F 0.202][G loss: -0.095]
1025 [D loss: -0.033 R -0.227 F 0.161][G loss: -0.083]
1026 [D loss: -0.036 R -0.203 F 0.131][G loss: -0.073]
1027 [D loss: -0.017 R -0.195 F 0.160][G loss: -0.050]
1028 [D loss: -0.020 R -0.192 F 0.152][G loss: -0.088]
1029 [D loss: -0.032 R -0.205 F 0.141][G loss: -0.060]
1030 [D loss: -0.015 R -0.180 F 0.150][G loss: -0.065]
1031 [D loss: -0.024 R -0.178 F 0.129][G loss: -0.049]
1032 [D loss: -0.020 R -0.204 F 0.164][G loss: -0.048]
1033 [D loss: -0.033 R -0.201 F 0.135][G loss: -0.103]
1034 [D loss: -0.032 R -0.228 F 0.163][G loss: -0.079]
1035 [D loss: -0.024 R -0.238 F 0.191][G loss: -0.084]
1036 [D loss: -0.046 R -0.245 F 0.154][G loss: -0.123]
1037 [D loss: -0.037 R -0.267 F 0.192][G loss: -0.114]
1038 [D loss: -0.028 R -0.266 F 0.210][G loss: -0.104]
1039 [D loss: -0.030 R -0.256 F 0.197][G loss: -0.119]
1040 [D loss: -0.021 R -0.262 F 0.221][G loss: -0.135]
1041 [D loss: -0.017 R -0.265 F 0.230][G loss: -0.151]
1042 [D loss: -0.013 R -0.270 F 0.244][G loss: -0.153]
1043 [D loss: -0.038 R -0.304 F 0.228][G loss: -0.170]
1044 [D loss: 0.004 R -0.296 F 0.305][G loss: -0.177]
1045 [D loss: -0.004 R -0.285 F 0.276][G loss: -0.169]
1046 [D loss: -0.019 R -0.293 F 0.254][G loss: -0.185]
1047 [D loss: -0.018 R -0.308 F 0.273][G loss: -0.176]
1048 [D loss: -0.015 R -0.304 F 0.274][G loss: -0.159]
1049 [D loss: -0.058 R -0.338 F 0.223][G loss: -0.185]
1050 [D loss: -0.035 R -0.314 F 0.245][G loss: -0.156]
1051 [D loss: -0.037 R -0.329 F 0.255][G loss: -0.160]
1052 [D loss: -0.078 R -0.358 F 0.202][G loss: -0.177]
1053 [D loss: -0.013 R -0.331 F 0.306][G loss: -0.193]
1054 [D loss: -0.037 R -0.341 F 0.267][G loss: -0.170]
1055 [D loss: -0.010 R -0.294 F 0.275][G loss: -0.169]
1056 [D loss: -0.022 R -0.332 F 0.288][G loss: -0.173]
1057 [D loss: -0.061 R -0.346 F 0.225][G loss: -0.194]
1058 [D loss: -0.018 R -0.338 F 0.303][G loss: -0.176]
1059 [D loss: -0.034 R -0.303 F 0.235][G loss: -0.156]
1060 [D loss: -0.021 R -0.265 F 0.223][G loss: -0.146]
1061 [D loss: -0.029 R -0.265 F 0.207][G loss: -0.108]
1062 [D loss: -0.033 R -0.233 F 0.166][G loss: -0.121]
1063 [D loss: -0.031 R -0.241 F 0.179][G loss: -0.091]
1064 [D loss: -0.033 R -0.236 F 0.171][G loss: -0.087]
1065 [D loss: -0.030 R -0.227 F 0.167][G loss: -0.072]
1066 [D loss: -0.014 R -0.199 F 0.170][G loss: -0.065]
1067 [D loss: -0.029 R -0.213 F 0.155][G loss: -0.100]
1068 [D loss: -0.019 R -0.216 F 0.177][G loss: -0.074]
1069 [D loss: -0.015 R -0.218 F 0.188][G loss: -0.111]
1070 [D loss: -0.027 R -0.229 F 0.174][G loss: -0.128]
1071 [D loss: -0.011 R -0.265 F 0.243][G loss: -0.152]
1072 [D loss: -0.027 R -0.291 F 0.237][G loss: -0.175]
1073 [D loss: -0.008 R -0.291 F 0.275][G loss: -0.176]
1074 [D loss: -0.016 R -0.270 F 0.238][G loss: -0.150]
1075 [D loss: -0.041 R -0.295 F 0.214][G loss: -0.167]
1076 [D loss: -0.035 R -0.338 F 0.268][G loss: -0.162]
1077 [D loss: -0.034 R -0.293 F 0.226][G loss: -0.140]
1078 [D loss: -0.043 R -0.304 F 0.217][G loss: -0.172]
1079 [D loss: -0.019 R -0.294 F 0.256][G loss: -0.161]
1080 [D loss: -0.046 R -0.288 F 0.196][G loss: -0.206]
1081 [D loss: -0.020 R -0.314 F 0.275][G loss: -0.187]
1082 [D loss: -0.010 R -0.297 F 0.277][G loss: -0.164]
1083 [D loss: -0.013 R -0.305 F 0.280][G loss: -0.173]
1084 [D loss: -0.000 R -0.297 F 0.297][G loss: -0.175]
1085 [D loss: -0.014 R -0.282 F 0.254][G loss: -0.147]
1086 [D loss: -0.010 R -0.269 F 0.250][G loss: -0.144]
1087 [D loss: -0.015 R -0.258 F 0.228][G loss: -0.131]
1088 [D loss: -0.042 R -0.274 F 0.190][G loss: -0.138]
1089 [D loss: -0.040 R -0.291 F 0.211][G loss: -0.144]
1090 [D loss: -0.004 R -0.262 F 0.253][G loss: -0.126]
1091 [D loss: -0.020 R -0.251 F 0.211][G loss: -0.121]
1092 [D loss: -0.005 R -0.241 F 0.232][G loss: -0.123]
1093 [D loss: -0.019 R -0.229 F 0.191][G loss: -0.111]
1094 [D loss: -0.016 R -0.231 F 0.199][G loss: -0.109]
1095 [D loss: -0.016 R -0.242 F 0.211][G loss: -0.117]
1096 [D loss: -0.009 R -0.233 F 0.215][G loss: -0.120]
1097 [D loss: -0.015 R -0.247 F 0.217][G loss: -0.133]
1098 [D loss: -0.009 R -0.248 F 0.231][G loss: -0.129]
1099 [D loss: -0.016 R -0.250 F 0.218][G loss: -0.136]
1100 [D loss: -0.027 R -0.259 F 0.205][G loss: -0.141]
1101 [D loss: -0.041 R -0.273 F 0.190][G loss: -0.148]
1102 [D loss: -0.026 R -0.280 F 0.228][G loss: -0.148]
1103 [D loss: -0.019 R -0.291 F 0.253][G loss: -0.177]
1104 [D loss: -0.007 R -0.281 F 0.266][G loss: -0.168]
1105 [D loss: -0.007 R -0.286 F 0.273][G loss: -0.183]
1106 [D loss: -0.021 R -0.316 F 0.273][G loss: -0.199]
1107 [D loss: -0.039 R -0.301 F 0.222][G loss: -0.206]
1108 [D loss: 0.004 R -0.312 F 0.320][G loss: -0.212]
1109 [D loss: -0.005 R -0.304 F 0.294][G loss: -0.218]
1110 [D loss: -0.026 R -0.308 F 0.255][G loss: -0.195]
1111 [D loss: -0.002 R -0.282 F 0.279][G loss: -0.175]
1112 [D loss: -0.019 R -0.275 F 0.236][G loss: -0.154]
1113 [D loss: -0.025 R -0.270 F 0.220][G loss: -0.144]
1114 [D loss: -0.031 R -0.275 F 0.213][G loss: -0.135]
1115 [D loss: -0.048 R -0.250 F 0.155][G loss: -0.126]
1116 [D loss: -0.020 R -0.245 F 0.205][G loss: -0.107]
1117 [D loss: -0.026 R -0.233 F 0.180][G loss: -0.095]
1118 [D loss: -0.017 R -0.213 F 0.178][G loss: -0.091]
1119 [D loss: -0.018 R -0.200 F 0.165][G loss: -0.090]
1120 [D loss: -0.010 R -0.189 F 0.170][G loss: -0.098]
1121 [D loss: -0.008 R -0.196 F 0.180][G loss: -0.111]
1122 [D loss: -0.006 R -0.200 F 0.187][G loss: -0.105]
1123 [D loss: -0.004 R -0.201 F 0.194][G loss: -0.105]
1124 [D loss: -0.011 R -0.217 F 0.194][G loss: -0.116]
1125 [D loss: -0.011 R -0.224 F 0.201][G loss: -0.151]
1126 [D loss: -0.027 R -0.247 F 0.193][G loss: -0.129]
1127 [D loss: -0.011 R -0.261 F 0.238][G loss: -0.164]
1128 [D loss: -0.010 R -0.274 F 0.255][G loss: -0.178]
1129 [D loss: -0.027 R -0.299 F 0.244][G loss: -0.176]
1130 [D loss: -0.009 R -0.287 F 0.268][G loss: -0.177]
1131 [D loss: -0.039 R -0.329 F 0.251][G loss: -0.180]
1132 [D loss: -0.041 R -0.298 F 0.217][G loss: -0.172]
1133 [D loss: -0.011 R -0.293 F 0.271][G loss: -0.190]
1134 [D loss: -0.015 R -0.302 F 0.272][G loss: -0.176]
1135 [D loss: -0.025 R -0.291 F 0.241][G loss: -0.167]
1136 [D loss: -0.014 R -0.263 F 0.235][G loss: -0.154]
1137 [D loss: -0.015 R -0.264 F 0.234][G loss: -0.157]
1138 [D loss: -0.024 R -0.261 F 0.213][G loss: -0.158]
1139 [D loss: -0.000 R -0.219 F 0.218][G loss: -0.143]
1140 [D loss: -0.009 R -0.210 F 0.191][G loss: -0.135]
1141 [D loss: -0.018 R -0.190 F 0.155][G loss: -0.089]
1142 [D loss: -0.029 R -0.205 F 0.148][G loss: -0.118]
1143 [D loss: -0.005 R -0.160 F 0.150][G loss: -0.077]
1144 [D loss: -0.014 R -0.164 F 0.136][G loss: -0.053]
1145 [D loss: -0.008 R -0.155 F 0.138][G loss: -0.063]
1146 [D loss: -0.016 R -0.160 F 0.128][G loss: -0.060]
1147 [D loss: -0.040 R -0.200 F 0.119][G loss: -0.084]
1148 [D loss: -0.035 R -0.194 F 0.123][G loss: -0.075]
1149 [D loss: -0.020 R -0.203 F 0.163][G loss: -0.099]
1150 [D loss: -0.016 R -0.203 F 0.170][G loss: -0.105]
1151 [D loss: -0.024 R -0.236 F 0.189][G loss: -0.123]
1152 [D loss: -0.032 R -0.254 F 0.191][G loss: -0.146]
1153 [D loss: -0.025 R -0.282 F 0.231][G loss: -0.149]
1154 [D loss: -0.026 R -0.269 F 0.217][G loss: -0.180]
1155 [D loss: -0.025 R -0.285 F 0.236][G loss: -0.190]
1156 [D loss: -0.013 R -0.276 F 0.250][G loss: -0.174]
1157 [D loss: -0.019 R -0.288 F 0.250][G loss: -0.198]
1158 [D loss: -0.001 R -0.277 F 0.275][G loss: -0.209]
1159 [D loss: -0.005 R -0.291 F 0.281][G loss: -0.211]
1160 [D loss: -0.011 R -0.277 F 0.254][G loss: -0.188]
1161 [D loss: -0.018 R -0.280 F 0.244][G loss: -0.183]
1162 [D loss: -0.013 R -0.265 F 0.240][G loss: -0.168]
1163 [D loss: -0.010 R -0.264 F 0.244][G loss: -0.161]
1164 [D loss: -0.029 R -0.277 F 0.219][G loss: -0.155]
1165 [D loss: -0.009 R -0.283 F 0.265][G loss: -0.192]
1166 [D loss: -0.013 R -0.281 F 0.254][G loss: -0.163]
1167 [D loss: -0.007 R -0.250 F 0.235][G loss: -0.158]
1168 [D loss: -0.025 R -0.243 F 0.193][G loss: -0.149]
1169 [D loss: -0.025 R -0.251 F 0.202][G loss: -0.144]
1170 [D loss: -0.020 R -0.240 F 0.200][G loss: -0.144]
1171 [D loss: -0.017 R -0.253 F 0.220][G loss: -0.146]
1172 [D loss: -0.008 R -0.238 F 0.222][G loss: -0.124]
1173 [D loss: -0.015 R -0.270 F 0.240][G loss: -0.156]
1174 [D loss: -0.029 R -0.263 F 0.205][G loss: -0.147]
1175 [D loss: -0.029 R -0.259 F 0.201][G loss: -0.158]
1176 [D loss: -0.024 R -0.252 F 0.205][G loss: -0.126]
1177 [D loss: -0.009 R -0.232 F 0.213][G loss: -0.130]
1178 [D loss: -0.013 R -0.217 F 0.192][G loss: -0.120]
1179 [D loss: -0.015 R -0.226 F 0.196][G loss: -0.144]
1180 [D loss: -0.012 R -0.256 F 0.231][G loss: -0.156]
1181 [D loss: -0.013 R -0.237 F 0.211][G loss: -0.174]
1182 [D loss: -0.010 R -0.238 F 0.218][G loss: -0.160]
1183 [D loss: -0.026 R -0.274 F 0.221][G loss: -0.167]
1184 [D loss: -0.022 R -0.273 F 0.230][G loss: -0.144]
1185 [D loss: -0.018 R -0.257 F 0.221][G loss: -0.167]
1186 [D loss: -0.013 R -0.249 F 0.224][G loss: -0.187]
1187 [D loss: -0.027 R -0.278 F 0.223][G loss: -0.150]
1188 [D loss: -0.010 R -0.253 F 0.233][G loss: -0.164]
1189 [D loss: -0.022 R -0.247 F 0.203][G loss: -0.144]
1190 [D loss: -0.019 R -0.238 F 0.199][G loss: -0.117]
1191 [D loss: -0.015 R -0.216 F 0.186][G loss: -0.120]
1192 [D loss: -0.017 R -0.230 F 0.196][G loss: -0.120]
1193 [D loss: -0.007 R -0.210 F 0.196][G loss: -0.123]
1194 [D loss: -0.021 R -0.215 F 0.173][G loss: -0.126]
1195 [D loss: -0.001 R -0.203 F 0.201][G loss: -0.118]
1196 [D loss: -0.019 R -0.208 F 0.171][G loss: -0.112]
1197 [D loss: -0.024 R -0.221 F 0.173][G loss: -0.108]
1198 [D loss: -0.022 R -0.214 F 0.170][G loss: -0.104]
1199 [D loss: -0.031 R -0.234 F 0.173][G loss: -0.121]
1200 [D loss: -0.018 R -0.231 F 0.194][G loss: -0.126]
1201 [D loss: -0.008 R -0.201 F 0.185][G loss: -0.124]
1202 [D loss: -0.026 R -0.235 F 0.184][G loss: -0.126]
1203 [D loss: -0.009 R -0.203 F 0.185][G loss: -0.123]
1204 [D loss: -0.028 R -0.237 F 0.182][G loss: -0.143]
1205 [D loss: -0.012 R -0.235 F 0.211][G loss: -0.133]
1206 [D loss: -0.023 R -0.251 F 0.205][G loss: -0.149]
1207 [D loss: -0.016 R -0.252 F 0.220][G loss: -0.142]
1208 [D loss: -0.020 R -0.227 F 0.188][G loss: -0.148]
1209 [D loss: -0.019 R -0.236 F 0.198][G loss: -0.130]
1210 [D loss: -0.019 R -0.231 F 0.192][G loss: -0.132]
1211 [D loss: -0.017 R -0.243 F 0.209][G loss: -0.134]
1212 [D loss: -0.019 R -0.246 F 0.208][G loss: -0.133]
1213 [D loss: -0.019 R -0.247 F 0.208][G loss: -0.138]
1214 [D loss: -0.012 R -0.231 F 0.207][G loss: -0.137]
1215 [D loss: -0.016 R -0.235 F 0.203][G loss: -0.127]
1216 [D loss: -0.016 R -0.234 F 0.203][G loss: -0.130]
1217 [D loss: -0.007 R -0.217 F 0.203][G loss: -0.137]
1218 [D loss: -0.019 R -0.221 F 0.183][G loss: -0.122]
1219 [D loss: -0.014 R -0.220 F 0.193][G loss: -0.112]
1220 [D loss: -0.017 R -0.225 F 0.190][G loss: -0.124]
1221 [D loss: -0.023 R -0.224 F 0.178][G loss: -0.111]
1222 [D loss: -0.020 R -0.220 F 0.179][G loss: -0.122]
1223 [D loss: -0.025 R -0.241 F 0.191][G loss: -0.155]
1224 [D loss: -0.020 R -0.242 F 0.202][G loss: -0.143]
1225 [D loss: -0.026 R -0.253 F 0.202][G loss: -0.147]
1226 [D loss: -0.034 R -0.283 F 0.214][G loss: -0.165]
1227 [D loss: -0.018 R -0.268 F 0.233][G loss: -0.162]
1228 [D loss: -0.011 R -0.257 F 0.236][G loss: -0.159]
1229 [D loss: -0.014 R -0.245 F 0.217][G loss: -0.155]
1230 [D loss: -0.017 R -0.259 F 0.226][G loss: -0.159]
1231 [D loss: -0.031 R -0.267 F 0.206][G loss: -0.180]
1232 [D loss: -0.016 R -0.267 F 0.234][G loss: -0.161]
1233 [D loss: -0.016 R -0.252 F 0.220][G loss: -0.143]
1234 [D loss: -0.031 R -0.268 F 0.205][G loss: -0.159]
1235 [D loss: -0.023 R -0.264 F 0.218][G loss: -0.148]
1236 [D loss: -0.030 R -0.281 F 0.222][G loss: -0.161]
1237 [D loss: -0.016 R -0.255 F 0.224][G loss: -0.146]
1238 [D loss: -0.033 R -0.273 F 0.207][G loss: -0.163]
1239 [D loss: -0.016 R -0.244 F 0.212][G loss: -0.148]
1240 [D loss: -0.018 R -0.259 F 0.223][G loss: -0.150]
1241 [D loss: -0.022 R -0.258 F 0.214][G loss: -0.150]
1242 [D loss: -0.018 R -0.269 F 0.234][G loss: -0.156]
1243 [D loss: -0.015 R -0.256 F 0.226][G loss: -0.146]
1244 [D loss: -0.012 R -0.248 F 0.225][G loss: -0.159]
1245 [D loss: -0.014 R -0.247 F 0.220][G loss: -0.154]
1246 [D loss: -0.011 R -0.251 F 0.228][G loss: -0.152]
1247 [D loss: -0.017 R -0.260 F 0.227][G loss: -0.156]
1248 [D loss: -0.031 R -0.257 F 0.195][G loss: -0.153]
1249 [D loss: -0.007 R -0.238 F 0.223][G loss: -0.158]
1250 [D loss: -0.024 R -0.259 F 0.211][G loss: -0.162]
1251 [D loss: -0.016 R -0.253 F 0.220][G loss: -0.148]
1252 [D loss: -0.022 R -0.268 F 0.224][G loss: -0.154]
1253 [D loss: -0.026 R -0.271 F 0.219][G loss: -0.157]
1254 [D loss: -0.020 R -0.271 F 0.230][G loss: -0.155]
1255 [D loss: -0.014 R -0.270 F 0.242][G loss: -0.160]
1256 [D loss: -0.012 R -0.265 F 0.240][G loss: -0.171]
1257 [D loss: -0.020 R -0.278 F 0.239][G loss: -0.156]
1258 [D loss: -0.025 R -0.291 F 0.241][G loss: -0.180]
1259 [D loss: -0.039 R -0.273 F 0.194][G loss: -0.171]
1260 [D loss: -0.020 R -0.280 F 0.241][G loss: -0.159]
1261 [D loss: -0.045 R -0.293 F 0.202][G loss: -0.156]
1262 [D loss: -0.022 R -0.281 F 0.237][G loss: -0.161]
1263 [D loss: -0.017 R -0.266 F 0.233][G loss: -0.155]
1264 [D loss: -0.023 R -0.260 F 0.213][G loss: -0.150]
1265 [D loss: -0.023 R -0.264 F 0.218][G loss: -0.143]
1266 [D loss: -0.023 R -0.249 F 0.204][G loss: -0.131]
1267 [D loss: -0.015 R -0.242 F 0.211][G loss: -0.138]
1268 [D loss: -0.016 R -0.244 F 0.211][G loss: -0.131]
1269 [D loss: -0.019 R -0.205 F 0.166][G loss: -0.105]
1270 [D loss: -0.028 R -0.223 F 0.167][G loss: -0.113]
1271 [D loss: -0.022 R -0.223 F 0.178][G loss: -0.124]
1272 [D loss: -0.035 R -0.218 F 0.148][G loss: -0.107]
1273 [D loss: -0.013 R -0.224 F 0.199][G loss: -0.126]
1274 [D loss: -0.025 R -0.233 F 0.183][G loss: -0.145]
1275 [D loss: -0.015 R -0.243 F 0.214][G loss: -0.131]
1276 [D loss: -0.038 R -0.258 F 0.181][G loss: -0.145]
1277 [D loss: -0.023 R -0.237 F 0.192][G loss: -0.121]
1278 [D loss: -0.018 R -0.243 F 0.207][G loss: -0.138]
1279 [D loss: -0.018 R -0.226 F 0.190][G loss: -0.127]
1280 [D loss: -0.018 R -0.230 F 0.193][G loss: -0.129]
1281 [D loss: -0.014 R -0.224 F 0.196][G loss: -0.119]
1282 [D loss: -0.017 R -0.214 F 0.180][G loss: -0.106]
1283 [D loss: -0.015 R -0.213 F 0.183][G loss: -0.126]
1284 [D loss: -0.021 R -0.218 F 0.175][G loss: -0.130]
1285 [D loss: -0.016 R -0.228 F 0.195][G loss: -0.124]
1286 [D loss: -0.014 R -0.217 F 0.190][G loss: -0.135]
1287 [D loss: -0.022 R -0.254 F 0.209][G loss: -0.139]
1288 [D loss: -0.020 R -0.263 F 0.222][G loss: -0.142]
1289 [D loss: -0.020 R -0.259 F 0.218][G loss: -0.144]
1290 [D loss: -0.022 R -0.255 F 0.211][G loss: -0.143]
1291 [D loss: -0.017 R -0.248 F 0.214][G loss: -0.156]
1292 [D loss: -0.021 R -0.250 F 0.208][G loss: -0.143]
1293 [D loss: -0.007 R -0.255 F 0.241][G loss: -0.152]
1294 [D loss: -0.026 R -0.257 F 0.205][G loss: -0.160]
1295 [D loss: -0.014 R -0.252 F 0.225][G loss: -0.146]
1296 [D loss: -0.028 R -0.272 F 0.217][G loss: -0.155]
1297 [D loss: -0.029 R -0.276 F 0.219][G loss: -0.151]
1298 [D loss: -0.022 R -0.262 F 0.217][G loss: -0.156]
1299 [D loss: -0.021 R -0.267 F 0.224][G loss: -0.155]
1300 [D loss: -0.027 R -0.260 F 0.206][G loss: -0.145]
1301 [D loss: -0.026 R -0.269 F 0.216][G loss: -0.148]
1302 [D loss: -0.018 R -0.244 F 0.209][G loss: -0.142]
1303 [D loss: -0.025 R -0.256 F 0.205][G loss: -0.166]
1304 [D loss: -0.023 R -0.256 F 0.211][G loss: -0.151]
1305 [D loss: -0.020 R -0.263 F 0.222][G loss: -0.153]
1306 [D loss: -0.018 R -0.249 F 0.213][G loss: -0.168]
1307 [D loss: -0.023 R -0.261 F 0.214][G loss: -0.151]
1308 [D loss: -0.010 R -0.258 F 0.238][G loss: -0.149]
1309 [D loss: -0.010 R -0.253 F 0.233][G loss: -0.146]
1310 [D loss: -0.023 R -0.259 F 0.212][G loss: -0.137]
1311 [D loss: -0.022 R -0.232 F 0.188][G loss: -0.136]
1312 [D loss: -0.026 R -0.245 F 0.192][G loss: -0.144]
1313 [D loss: -0.017 R -0.248 F 0.214][G loss: -0.150]
1314 [D loss: -0.018 R -0.237 F 0.200][G loss: -0.144]
1315 [D loss: -0.012 R -0.232 F 0.209][G loss: -0.137]
1316 [D loss: -0.024 R -0.242 F 0.194][G loss: -0.127]
1317 [D loss: -0.006 R -0.223 F 0.212][G loss: -0.124]
1318 [D loss: -0.029 R -0.261 F 0.203][G loss: -0.151]
1319 [D loss: -0.031 R -0.230 F 0.169][G loss: -0.122]
1320 [D loss: -0.016 R -0.228 F 0.195][G loss: -0.125]
1321 [D loss: -0.026 R -0.232 F 0.179][G loss: -0.132]
1322 [D loss: -0.016 R -0.219 F 0.188][G loss: -0.117]
1323 [D loss: -0.020 R -0.225 F 0.185][G loss: -0.112]
1324 [D loss: -0.026 R -0.222 F 0.171][G loss: -0.134]
1325 [D loss: -0.014 R -0.215 F 0.187][G loss: -0.119]
1326 [D loss: -0.012 R -0.210 F 0.187][G loss: -0.123]
1327 [D loss: -0.018 R -0.222 F 0.187][G loss: -0.113]
1328 [D loss: -0.022 R -0.220 F 0.177][G loss: -0.108]
1329 [D loss: -0.023 R -0.227 F 0.181][G loss: -0.104]
1330 [D loss: -0.024 R -0.224 F 0.175][G loss: -0.097]
1331 [D loss: -0.014 R -0.219 F 0.190][G loss: -0.116]
1332 [D loss: -0.012 R -0.208 F 0.184][G loss: -0.115]
1333 [D loss: -0.016 R -0.211 F 0.179][G loss: -0.116]
1334 [D loss: -0.018 R -0.212 F 0.176][G loss: -0.112]
1335 [D loss: -0.017 R -0.203 F 0.170][G loss: -0.099]
1336 [D loss: -0.010 R -0.189 F 0.168][G loss: -0.100]
1337 [D loss: -0.020 R -0.203 F 0.164][G loss: -0.097]
1338 [D loss: -0.017 R -0.197 F 0.163][G loss: -0.099]
1339 [D loss: -0.020 R -0.223 F 0.183][G loss: -0.104]
1340 [D loss: -0.014 R -0.206 F 0.178][G loss: -0.111]
1341 [D loss: -0.021 R -0.205 F 0.163][G loss: -0.091]
1342 [D loss: -0.023 R -0.204 F 0.158][G loss: -0.102]
1343 [D loss: -0.013 R -0.185 F 0.159][G loss: -0.104]
1344 [D loss: -0.024 R -0.216 F 0.167][G loss: -0.110]
1345 [D loss: -0.007 R -0.203 F 0.189][G loss: -0.117]
1346 [D loss: -0.020 R -0.216 F 0.176][G loss: -0.117]
1347 [D loss: -0.020 R -0.220 F 0.181][G loss: -0.115]
1348 [D loss: -0.022 R -0.231 F 0.186][G loss: -0.117]
1349 [D loss: -0.023 R -0.236 F 0.190][G loss: -0.120]
1350 [D loss: -0.023 R -0.232 F 0.187][G loss: -0.120]
1351 [D loss: -0.013 R -0.224 F 0.197][G loss: -0.126]
1352 [D loss: -0.016 R -0.221 F 0.188][G loss: -0.130]
1353 [D loss: -0.012 R -0.220 F 0.197][G loss: -0.132]
1354 [D loss: -0.026 R -0.223 F 0.170][G loss: -0.142]
1355 [D loss: -0.014 R -0.242 F 0.215][G loss: -0.144]
1356 [D loss: -0.011 R -0.230 F 0.207][G loss: -0.140]
1357 [D loss: -0.014 R -0.225 F 0.196][G loss: -0.145]
1358 [D loss: -0.006 R -0.212 F 0.199][G loss: -0.136]
1359 [D loss: -0.022 R -0.224 F 0.181][G loss: -0.111]
1360 [D loss: -0.027 R -0.219 F 0.166][G loss: -0.095]
1361 [D loss: -0.017 R -0.198 F 0.163][G loss: -0.098]
1362 [D loss: -0.015 R -0.188 F 0.157][G loss: -0.100]
1363 [D loss: -0.020 R -0.197 F 0.157][G loss: -0.089]
1364 [D loss: -0.021 R -0.203 F 0.160][G loss: -0.091]
1365 [D loss: -0.023 R -0.178 F 0.132][G loss: -0.095]
1366 [D loss: -0.010 R -0.183 F 0.163][G loss: -0.095]
1367 [D loss: -0.018 R -0.209 F 0.174][G loss: -0.128]
1368 [D loss: -0.020 R -0.211 F 0.172][G loss: -0.128]
1369 [D loss: -0.020 R -0.223 F 0.183][G loss: -0.126]
1370 [D loss: -0.010 R -0.220 F 0.200][G loss: -0.133]
1371 [D loss: -0.012 R -0.234 F 0.210][G loss: -0.126]
1372 [D loss: -0.020 R -0.213 F 0.173][G loss: -0.112]
1373 [D loss: -0.015 R -0.210 F 0.181][G loss: -0.114]
1374 [D loss: -0.017 R -0.213 F 0.180][G loss: -0.114]
1375 [D loss: -0.018 R -0.216 F 0.180][G loss: -0.125]
1376 [D loss: -0.016 R -0.219 F 0.187][G loss: -0.115]
1377 [D loss: -0.020 R -0.209 F 0.169][G loss: -0.120]
1378 [D loss: -0.014 R -0.206 F 0.178][G loss: -0.110]
1379 [D loss: -0.020 R -0.204 F 0.163][G loss: -0.123]
1380 [D loss: -0.009 R -0.187 F 0.169][G loss: -0.096]
1381 [D loss: -0.017 R -0.189 F 0.155][G loss: -0.088]
1382 [D loss: -0.025 R -0.170 F 0.119][G loss: -0.097]
1383 [D loss: -0.017 R -0.182 F 0.148][G loss: -0.084]
1384 [D loss: -0.013 R -0.171 F 0.146][G loss: -0.081]
1385 [D loss: -0.021 R -0.192 F 0.149][G loss: -0.083]
1386 [D loss: -0.019 R -0.173 F 0.136][G loss: -0.083]
1387 [D loss: -0.023 R -0.177 F 0.132][G loss: -0.068]
1388 [D loss: -0.022 R -0.171 F 0.128][G loss: -0.070]
1389 [D loss: -0.009 R -0.172 F 0.153][G loss: -0.085]
1390 [D loss: -0.009 R -0.172 F 0.154][G loss: -0.084]
1391 [D loss: -0.026 R -0.178 F 0.127][G loss: -0.075]
1392 [D loss: -0.020 R -0.186 F 0.146][G loss: -0.083]
1393 [D loss: -0.021 R -0.196 F 0.154][G loss: -0.077]
1394 [D loss: -0.036 R -0.212 F 0.140][G loss: -0.108]
1395 [D loss: -0.025 R -0.216 F 0.166][G loss: -0.105]
1396 [D loss: -0.008 R -0.191 F 0.176][G loss: -0.112]
1397 [D loss: -0.001 R -0.165 F 0.163][G loss: -0.086]
1398 [D loss: -0.020 R -0.179 F 0.140][G loss: -0.096]
1399 [D loss: -0.009 R -0.171 F 0.154][G loss: -0.082]
1400 [D loss: -0.026 R -0.172 F 0.120][G loss: -0.071]
1401 [D loss: -0.019 R -0.167 F 0.128][G loss: -0.087]
1402 [D loss: -0.019 R -0.181 F 0.143][G loss: -0.080]
1403 [D loss: -0.027 R -0.184 F 0.131][G loss: -0.095]
1404 [D loss: -0.029 R -0.197 F 0.139][G loss: -0.081]
1405 [D loss: -0.016 R -0.195 F 0.164][G loss: -0.102]
1406 [D loss: -0.023 R -0.220 F 0.173][G loss: -0.103]
1407 [D loss: -0.030 R -0.218 F 0.159][G loss: -0.114]
1408 [D loss: -0.057 R -0.240 F 0.125][G loss: -0.118]
1409 [D loss: -0.030 R -0.257 F 0.197][G loss: -0.132]
1410 [D loss: -0.007 R -0.232 F 0.217][G loss: -0.133]
1411 [D loss: -0.019 R -0.237 F 0.199][G loss: -0.138]
1412 [D loss: -0.021 R -0.215 F 0.173][G loss: -0.133]
1413 [D loss: -0.013 R -0.227 F 0.201][G loss: -0.141]
1414 [D loss: -0.023 R -0.263 F 0.218][G loss: -0.158]
1415 [D loss: -0.012 R -0.229 F 0.205][G loss: -0.139]
1416 [D loss: -0.024 R -0.241 F 0.193][G loss: -0.136]
1417 [D loss: -0.019 R -0.241 F 0.203][G loss: -0.147]
1418 [D loss: -0.004 R -0.225 F 0.216][G loss: -0.150]
1419 [D loss: -0.008 R -0.238 F 0.222][G loss: -0.144]
1420 [D loss: -0.011 R -0.227 F 0.205][G loss: -0.143]
1421 [D loss: -0.018 R -0.241 F 0.205][G loss: -0.141]
1422 [D loss: -0.020 R -0.223 F 0.184][G loss: -0.123]
1423 [D loss: -0.014 R -0.219 F 0.190][G loss: -0.129]
1424 [D loss: -0.013 R -0.215 F 0.190][G loss: -0.111]
1425 [D loss: -0.022 R -0.190 F 0.145][G loss: -0.121]
1426 [D loss: -0.021 R -0.184 F 0.142][G loss: -0.079]
1427 [D loss: -0.020 R -0.187 F 0.147][G loss: -0.078]
1428 [D loss: -0.015 R -0.174 F 0.145][G loss: -0.079]
1429 [D loss: -0.018 R -0.166 F 0.130][G loss: -0.072]
1430 [D loss: -0.020 R -0.153 F 0.114][G loss: -0.063]
1431 [D loss: -0.012 R -0.158 F 0.135][G loss: -0.066]
1432 [D loss: -0.016 R -0.155 F 0.122][G loss: -0.099]
1433 [D loss: -0.010 R -0.186 F 0.166][G loss: -0.086]
1434 [D loss: -0.020 R -0.177 F 0.136][G loss: -0.080]
1435 [D loss: -0.015 R -0.177 F 0.147][G loss: -0.088]
1436 [D loss: -0.021 R -0.187 F 0.146][G loss: -0.090]
1437 [D loss: -0.016 R -0.178 F 0.147][G loss: -0.104]
1438 [D loss: -0.020 R -0.192 F 0.153][G loss: -0.086]
1439 [D loss: -0.015 R -0.193 F 0.163][G loss: -0.092]
1440 [D loss: -0.017 R -0.183 F 0.149][G loss: -0.092]
1441 [D loss: -0.019 R -0.189 F 0.152][G loss: -0.102]
1442 [D loss: -0.032 R -0.190 F 0.127][G loss: -0.094]
1443 [D loss: -0.014 R -0.186 F 0.158][G loss: -0.095]
1444 [D loss: -0.020 R -0.194 F 0.154][G loss: -0.101]
1445 [D loss: -0.016 R -0.190 F 0.157][G loss: -0.099]
1446 [D loss: -0.003 R -0.166 F 0.160][G loss: -0.104]
1447 [D loss: -0.030 R -0.196 F 0.136][G loss: -0.123]
1448 [D loss: -0.013 R -0.191 F 0.165][G loss: -0.100]
1449 [D loss: -0.012 R -0.182 F 0.159][G loss: -0.096]
1450 [D loss: -0.024 R -0.210 F 0.162][G loss: -0.101]
1451 [D loss: -0.027 R -0.195 F 0.141][G loss: -0.103]
1452 [D loss: -0.020 R -0.206 F 0.167][G loss: -0.106]
1453 [D loss: -0.025 R -0.213 F 0.164][G loss: -0.142]
1454 [D loss: -0.013 R -0.221 F 0.194][G loss: -0.124]
1455 [D loss: -0.030 R -0.234 F 0.173][G loss: -0.153]
1456 [D loss: -0.015 R -0.219 F 0.189][G loss: -0.149]
1457 [D loss: -0.011 R -0.218 F 0.195][G loss: -0.137]
1458 [D loss: -0.028 R -0.218 F 0.163][G loss: -0.174]
1459 [D loss: -0.026 R -0.230 F 0.177][G loss: -0.174]
1460 [D loss: -0.009 R -0.222 F 0.204][G loss: -0.142]
1461 [D loss: -0.012 R -0.232 F 0.208][G loss: -0.155]
1462 [D loss: -0.017 R -0.239 F 0.205][G loss: -0.170]
1463 [D loss: -0.030 R -0.271 F 0.211][G loss: -0.135]
1464 [D loss: -0.019 R -0.254 F 0.215][G loss: -0.146]
1465 [D loss: -0.032 R -0.263 F 0.199][G loss: -0.148]
1466 [D loss: -0.017 R -0.222 F 0.189][G loss: -0.145]
1467 [D loss: -0.029 R -0.224 F 0.166][G loss: -0.137]
1468 [D loss: -0.012 R -0.239 F 0.215][G loss: -0.140]
1469 [D loss: -0.018 R -0.211 F 0.175][G loss: -0.116]
1470 [D loss: -0.020 R -0.207 F 0.166][G loss: -0.111]
1471 [D loss: -0.016 R -0.211 F 0.180][G loss: -0.107]
1472 [D loss: -0.011 R -0.206 F 0.184][G loss: -0.116]
1473 [D loss: -0.003 R -0.190 F 0.184][G loss: -0.108]
1474 [D loss: -0.010 R -0.186 F 0.166][G loss: -0.124]
1475 [D loss: -0.024 R -0.213 F 0.164][G loss: -0.117]
1476 [D loss: -0.014 R -0.179 F 0.150][G loss: -0.089]
1477 [D loss: -0.027 R -0.174 F 0.120][G loss: -0.132]
1478 [D loss: -0.019 R -0.204 F 0.165][G loss: -0.148]
1479 [D loss: -0.012 R -0.195 F 0.171][G loss: -0.096]
1480 [D loss: -0.011 R -0.180 F 0.158][G loss: -0.104]
1481 [D loss: -0.026 R -0.205 F 0.153][G loss: -0.136]
1482 [D loss: -0.016 R -0.206 F 0.173][G loss: -0.130]
1483 [D loss: -0.010 R -0.196 F 0.176][G loss: -0.121]
1484 [D loss: -0.019 R -0.211 F 0.174][G loss: -0.159]
1485 [D loss: -0.016 R -0.211 F 0.178][G loss: -0.113]
1486 [D loss: -0.013 R -0.199 F 0.173][G loss: -0.112]
1487 [D loss: -0.018 R -0.194 F 0.159][G loss: -0.098]
1488 [D loss: -0.020 R -0.202 F 0.162][G loss: -0.114]
1489 [D loss: -0.022 R -0.196 F 0.153][G loss: -0.100]
1490 [D loss: -0.019 R -0.193 F 0.154][G loss: -0.101]
1491 [D loss: -0.015 R -0.169 F 0.140][G loss: -0.110]
1492 [D loss: -0.017 R -0.206 F 0.172][G loss: -0.103]
1493 [D loss: -0.018 R -0.196 F 0.159][G loss: -0.100]
1494 [D loss: -0.019 R -0.198 F 0.160][G loss: -0.113]
1495 [D loss: -0.023 R -0.201 F 0.155][G loss: -0.116]
1496 [D loss: -0.014 R -0.199 F 0.172][G loss: -0.115]
1497 [D loss: -0.016 R -0.210 F 0.178][G loss: -0.126]
1498 [D loss: -0.022 R -0.210 F 0.166][G loss: -0.123]
1499 [D loss: -0.012 R -0.206 F 0.183][G loss: -0.130]
1500 [D loss: -0.022 R -0.238 F 0.194][G loss: -0.173]
1501 [D loss: -0.012 R -0.235 F 0.210][G loss: -0.187]
1502 [D loss: -0.011 R -0.217 F 0.195][G loss: -0.183]
1503 [D loss: -0.004 R -0.218 F 0.211][G loss: -0.169]
1504 [D loss: -0.002 R -0.209 F 0.206][G loss: -0.157]
1505 [D loss: -0.009 R -0.209 F 0.190][G loss: -0.139]
1506 [D loss: -0.006 R -0.188 F 0.177][G loss: -0.113]
1507 [D loss: -0.009 R -0.176 F 0.157][G loss: -0.095]
1508 [D loss: -0.011 R -0.165 F 0.143][G loss: -0.097]
1509 [D loss: -0.010 R -0.164 F 0.144][G loss: -0.092]
1510 [D loss: -0.008 R -0.166 F 0.149][G loss: -0.086]
1511 [D loss: -0.016 R -0.191 F 0.159][G loss: -0.086]
1512 [D loss: -0.011 R -0.177 F 0.155][G loss: -0.098]
1513 [D loss: -0.010 R -0.167 F 0.147][G loss: -0.090]
1514 [D loss: -0.037 R -0.196 F 0.123][G loss: -0.090]
1515 [D loss: -0.028 R -0.201 F 0.146][G loss: -0.105]
1516 [D loss: -0.024 R -0.188 F 0.140][G loss: -0.099]
1517 [D loss: -0.022 R -0.202 F 0.158][G loss: -0.104]
1518 [D loss: -0.014 R -0.203 F 0.175][G loss: -0.105]
1519 [D loss: -0.031 R -0.213 F 0.151][G loss: -0.141]
1520 [D loss: -0.007 R -0.209 F 0.195][G loss: -0.115]
1521 [D loss: -0.021 R -0.228 F 0.185][G loss: -0.126]
1522 [D loss: -0.018 R -0.210 F 0.173][G loss: -0.109]
1523 [D loss: -0.030 R -0.211 F 0.151][G loss: -0.137]
1524 [D loss: -0.008 R -0.194 F 0.179][G loss: -0.127]
1525 [D loss: -0.011 R -0.211 F 0.190][G loss: -0.150]
1526 [D loss: -0.008 R -0.206 F 0.190][G loss: -0.147]
1527 [D loss: -0.021 R -0.231 F 0.189][G loss: -0.175]
1528 [D loss: -0.021 R -0.232 F 0.189][G loss: -0.163]
1529 [D loss: -0.023 R -0.242 F 0.196][G loss: -0.164]
1530 [D loss: -0.023 R -0.233 F 0.187][G loss: -0.174]
1531 [D loss: -0.021 R -0.241 F 0.198][G loss: -0.157]
1532 [D loss: -0.016 R -0.224 F 0.191][G loss: -0.135]
1533 [D loss: -0.023 R -0.214 F 0.168][G loss: -0.138]
1534 [D loss: -0.014 R -0.218 F 0.190][G loss: -0.104]
1535 [D loss: -0.031 R -0.214 F 0.153][G loss: -0.104]
1536 [D loss: -0.030 R -0.222 F 0.162][G loss: -0.117]
1537 [D loss: -0.024 R -0.208 F 0.160][G loss: -0.123]
1538 [D loss: -0.023 R -0.199 F 0.154][G loss: -0.133]
1539 [D loss: -0.017 R -0.205 F 0.172][G loss: -0.143]
1540 [D loss: -0.008 R -0.211 F 0.195][G loss: -0.139]
1541 [D loss: -0.011 R -0.209 F 0.188][G loss: -0.140]
1542 [D loss: -0.017 R -0.210 F 0.177][G loss: -0.136]
1543 [D loss: -0.010 R -0.193 F 0.173][G loss: -0.141]
1544 [D loss: -0.011 R -0.198 F 0.176][G loss: -0.130]
1545 [D loss: -0.014 R -0.193 F 0.166][G loss: -0.126]
1546 [D loss: -0.001 R -0.197 F 0.195][G loss: -0.132]
1547 [D loss: -0.014 R -0.204 F 0.175][G loss: -0.112]
1548 [D loss: -0.011 R -0.189 F 0.167][G loss: -0.097]
1549 [D loss: -0.028 R -0.200 F 0.143][G loss: -0.091]
1550 [D loss: -0.020 R -0.182 F 0.142][G loss: -0.068]
1551 [D loss: -0.039 R -0.194 F 0.115][G loss: -0.098]
1552 [D loss: -0.015 R -0.199 F 0.169][G loss: -0.091]
1553 [D loss: -0.026 R -0.186 F 0.134][G loss: -0.115]
1554 [D loss: -0.022 R -0.191 F 0.147][G loss: -0.093]
1555 [D loss: -0.020 R -0.185 F 0.144][G loss: -0.113]
1556 [D loss: -0.026 R -0.193 F 0.142][G loss: -0.118]
1557 [D loss: -0.010 R -0.180 F 0.161][G loss: -0.115]
1558 [D loss: -0.003 R -0.174 F 0.167][G loss: -0.087]
1559 [D loss: -0.015 R -0.163 F 0.134][G loss: -0.116]
1560 [D loss: -0.013 R -0.166 F 0.141][G loss: -0.086]
1561 [D loss: -0.012 R -0.173 F 0.149][G loss: -0.094]
1562 [D loss: -0.008 R -0.149 F 0.133][G loss: -0.080]
1563 [D loss: -0.013 R -0.164 F 0.138][G loss: -0.078]
1564 [D loss: -0.011 R -0.155 F 0.132][G loss: -0.081]
1565 [D loss: -0.023 R -0.177 F 0.131][G loss: -0.094]
1566 [D loss: -0.012 R -0.155 F 0.131][G loss: -0.100]
1567 [D loss: -0.019 R -0.189 F 0.150][G loss: -0.119]
1568 [D loss: -0.008 R -0.200 F 0.184][G loss: -0.125]
1569 [D loss: -0.010 R -0.209 F 0.189][G loss: -0.140]
1570 [D loss: -0.025 R -0.235 F 0.185][G loss: -0.144]
1571 [D loss: -0.031 R -0.242 F 0.180][G loss: -0.160]
1572 [D loss: -0.030 R -0.253 F 0.193][G loss: -0.157]
1573 [D loss: -0.023 R -0.240 F 0.193][G loss: -0.115]
1574 [D loss: -0.019 R -0.225 F 0.186][G loss: -0.119]
1575 [D loss: -0.026 R -0.244 F 0.192][G loss: -0.138]
1576 [D loss: -0.025 R -0.237 F 0.187][G loss: -0.115]
1577 [D loss: -0.024 R -0.238 F 0.190][G loss: -0.129]
1578 [D loss: -0.023 R -0.248 F 0.202][G loss: -0.131]
1579 [D loss: -0.024 R -0.253 F 0.205][G loss: -0.154]
1580 [D loss: -0.019 R -0.244 F 0.206][G loss: -0.160]
1581 [D loss: -0.006 R -0.239 F 0.228][G loss: -0.166]
1582 [D loss: -0.019 R -0.251 F 0.213][G loss: -0.167]
1583 [D loss: -0.012 R -0.250 F 0.226][G loss: -0.181]
1584 [D loss: -0.001 R -0.242 F 0.241][G loss: -0.183]
1585 [D loss: -0.021 R -0.265 F 0.224][G loss: -0.200]
1586 [D loss: -0.005 R -0.249 F 0.239][G loss: -0.189]
1587 [D loss: 0.004 R -0.226 F 0.235][G loss: -0.183]
1588 [D loss: -0.010 R -0.235 F 0.215][G loss: -0.159]
1589 [D loss: -0.009 R -0.224 F 0.206][G loss: -0.135]
1590 [D loss: -0.019 R -0.200 F 0.162][G loss: -0.112]
1591 [D loss: -0.020 R -0.190 F 0.150][G loss: -0.091]
1592 [D loss: -0.014 R -0.181 F 0.153][G loss: -0.096]
1593 [D loss: -0.006 R -0.169 F 0.156][G loss: -0.085]
1594 [D loss: -0.024 R -0.173 F 0.125][G loss: -0.080]
1595 [D loss: -0.013 R -0.144 F 0.118][G loss: -0.049]
1596 [D loss: -0.017 R -0.145 F 0.111][G loss: -0.052]
1597 [D loss: -0.020 R -0.151 F 0.110][G loss: -0.042]
1598 [D loss: -0.030 R -0.148 F 0.088][G loss: -0.041]
1599 [D loss: -0.022 R -0.144 F 0.100][G loss: -0.033]
1600 [D loss: -0.022 R -0.138 F 0.094][G loss: -0.038]
1601 [D loss: -0.030 R -0.154 F 0.094][G loss: -0.041]
1602 [D loss: -0.024 R -0.151 F 0.104][G loss: -0.054]
1603 [D loss: -0.019 R -0.131 F 0.093][G loss: -0.070]
1604 [D loss: -0.020 R -0.159 F 0.120][G loss: -0.073]
1605 [D loss: -0.009 R -0.149 F 0.131][G loss: -0.092]
1606 [D loss: -0.006 R -0.161 F 0.149][G loss: -0.102]
1607 [D loss: -0.014 R -0.172 F 0.144][G loss: -0.100]
1608 [D loss: -0.005 R -0.176 F 0.165][G loss: -0.117]
1609 [D loss: -0.014 R -0.197 F 0.169][G loss: -0.123]
1610 [D loss: -0.020 R -0.206 F 0.166][G loss: -0.134]
1611 [D loss: -0.013 R -0.187 F 0.160][G loss: -0.099]
1612 [D loss: -0.017 R -0.201 F 0.167][G loss: -0.098]
1613 [D loss: -0.015 R -0.194 F 0.164][G loss: -0.101]
1614 [D loss: -0.023 R -0.197 F 0.150][G loss: -0.096]
1615 [D loss: -0.023 R -0.198 F 0.153][G loss: -0.105]
1616 [D loss: -0.028 R -0.201 F 0.146][G loss: -0.102]
1617 [D loss: -0.035 R -0.211 F 0.142][G loss: -0.115]
1618 [D loss: -0.012 R -0.190 F 0.167][G loss: -0.122]
1619 [D loss: -0.016 R -0.197 F 0.165][G loss: -0.132]
1620 [D loss: -0.004 R -0.188 F 0.181][G loss: -0.143]
1621 [D loss: -0.006 R -0.190 F 0.178][G loss: -0.120]
1622 [D loss: -0.018 R -0.199 F 0.164][G loss: -0.109]
1623 [D loss: -0.014 R -0.195 F 0.167][G loss: -0.115]
1624 [D loss: -0.012 R -0.178 F 0.155][G loss: -0.109]
1625 [D loss: -0.018 R -0.194 F 0.157][G loss: -0.109]
1626 [D loss: -0.017 R -0.188 F 0.154][G loss: -0.101]
1627 [D loss: -0.026 R -0.203 F 0.152][G loss: -0.101]
1628 [D loss: -0.011 R -0.179 F 0.156][G loss: -0.092]
1629 [D loss: -0.022 R -0.198 F 0.154][G loss: -0.091]
1630 [D loss: -0.021 R -0.190 F 0.149][G loss: -0.105]
1631 [D loss: -0.010 R -0.167 F 0.147][G loss: -0.101]
1632 [D loss: -0.013 R -0.152 F 0.126][G loss: -0.103]
1633 [D loss: -0.015 R -0.171 F 0.141][G loss: -0.093]
1634 [D loss: -0.009 R -0.154 F 0.135][G loss: -0.085]
1635 [D loss: -0.008 R -0.147 F 0.130][G loss: -0.082]
1636 [D loss: -0.008 R -0.134 F 0.117][G loss: -0.068]
1637 [D loss: -0.016 R -0.143 F 0.112][G loss: -0.073]
1638 [D loss: -0.019 R -0.143 F 0.105][G loss: -0.061]
1639 [D loss: -0.013 R -0.132 F 0.106][G loss: -0.049]
1640 [D loss: -0.010 R -0.127 F 0.107][G loss: -0.051]
1641 [D loss: -0.026 R -0.140 F 0.088][G loss: -0.058]
1642 [D loss: -0.012 R -0.137 F 0.114][G loss: -0.049]
1643 [D loss: -0.007 R -0.148 F 0.133][G loss: -0.060]
1644 [D loss: -0.012 R -0.149 F 0.125][G loss: -0.081]
1645 [D loss: -0.012 R -0.158 F 0.134][G loss: -0.080]
1646 [D loss: -0.019 R -0.154 F 0.116][G loss: -0.086]
1647 [D loss: -0.015 R -0.156 F 0.126][G loss: -0.089]
1648 [D loss: -0.019 R -0.151 F 0.113][G loss: -0.072]
1649 [D loss: -0.023 R -0.157 F 0.111][G loss: -0.103]
1650 [D loss: -0.006 R -0.149 F 0.137][G loss: -0.086]
1651 [D loss: -0.011 R -0.156 F 0.135][G loss: -0.089]
1652 [D loss: -0.030 R -0.174 F 0.114][G loss: -0.079]
1653 [D loss: -0.017 R -0.164 F 0.131][G loss: -0.099]
1654 [D loss: -0.018 R -0.173 F 0.137][G loss: -0.080]
1655 [D loss: -0.013 R -0.169 F 0.142][G loss: -0.088]
1656 [D loss: -0.012 R -0.169 F 0.145][G loss: -0.089]
1657 [D loss: -0.018 R -0.170 F 0.135][G loss: -0.090]
1658 [D loss: -0.022 R -0.173 F 0.129][G loss: -0.107]
1659 [D loss: -0.012 R -0.191 F 0.167][G loss: -0.121]
1660 [D loss: -0.007 R -0.184 F 0.170][G loss: -0.121]
1661 [D loss: -0.011 R -0.190 F 0.169][G loss: -0.115]
1662 [D loss: -0.016 R -0.189 F 0.157][G loss: -0.104]
1663 [D loss: -0.026 R -0.193 F 0.141][G loss: -0.113]
1664 [D loss: -0.019 R -0.199 F 0.162][G loss: -0.114]
1665 [D loss: -0.009 R -0.169 F 0.150][G loss: -0.092]
1666 [D loss: -0.017 R -0.178 F 0.144][G loss: -0.086]
1667 [D loss: -0.009 R -0.159 F 0.141][G loss: -0.100]
1668 [D loss: -0.022 R -0.182 F 0.139][G loss: -0.088]
1669 [D loss: -0.016 R -0.168 F 0.136][G loss: -0.091]
1670 [D loss: -0.012 R -0.154 F 0.131][G loss: -0.083]
1671 [D loss: -0.015 R -0.155 F 0.126][G loss: -0.080]
1672 [D loss: -0.008 R -0.154 F 0.138][G loss: -0.080]
1673 [D loss: -0.012 R -0.162 F 0.139][G loss: -0.090]
1674 [D loss: -0.010 R -0.162 F 0.142][G loss: -0.090]
1675 [D loss: -0.020 R -0.170 F 0.130][G loss: -0.109]
1676 [D loss: -0.012 R -0.194 F 0.171][G loss: -0.110]
1677 [D loss: -0.007 R -0.161 F 0.146][G loss: -0.086]
1678 [D loss: -0.022 R -0.179 F 0.136][G loss: -0.115]
1679 [D loss: -0.003 R -0.154 F 0.149][G loss: -0.095]
1680 [D loss: -0.006 R -0.148 F 0.136][G loss: -0.087]
1681 [D loss: -0.010 R -0.147 F 0.126][G loss: -0.075]
1682 [D loss: -0.012 R -0.139 F 0.116][G loss: -0.068]
1683 [D loss: -0.026 R -0.153 F 0.101][G loss: -0.067]
1684 [D loss: -0.017 R -0.151 F 0.116][G loss: -0.065]
1685 [D loss: -0.016 R -0.159 F 0.127][G loss: -0.078]
1686 [D loss: -0.015 R -0.147 F 0.117][G loss: -0.079]
1687 [D loss: -0.014 R -0.147 F 0.119][G loss: -0.071]
1688 [D loss: -0.022 R -0.142 F 0.098][G loss: -0.069]
1689 [D loss: -0.011 R -0.139 F 0.117][G loss: -0.070]
1690 [D loss: -0.008 R -0.147 F 0.132][G loss: -0.074]
1691 [D loss: -0.012 R -0.148 F 0.124][G loss: -0.080]
1692 [D loss: -0.011 R -0.148 F 0.125][G loss: -0.084]
1693 [D loss: -0.010 R -0.141 F 0.122][G loss: -0.079]
1694 [D loss: -0.010 R -0.139 F 0.119][G loss: -0.075]
1695 [D loss: -0.012 R -0.147 F 0.122][G loss: -0.072]
1696 [D loss: -0.011 R -0.136 F 0.114][G loss: -0.078]
1697 [D loss: -0.014 R -0.150 F 0.121][G loss: -0.076]
1698 [D loss: -0.011 R -0.153 F 0.132][G loss: -0.083]
1699 [D loss: -0.013 R -0.144 F 0.117][G loss: -0.074]
1700 [D loss: -0.001 R -0.136 F 0.134][G loss: -0.076]
1701 [D loss: -0.012 R -0.139 F 0.116][G loss: -0.079]
1702 [D loss: -0.005 R -0.139 F 0.129][G loss: -0.081]
1703 [D loss: -0.015 R -0.145 F 0.115][G loss: -0.076]
1704 [D loss: -0.008 R -0.142 F 0.126][G loss: -0.087]
1705 [D loss: -0.029 R -0.151 F 0.093][G loss: -0.080]
1706 [D loss: -0.007 R -0.143 F 0.128][G loss: -0.085]
1707 [D loss: -0.005 R -0.151 F 0.141][G loss: -0.086]
1708 [D loss: -0.009 R -0.146 F 0.129][G loss: -0.090]
1709 [D loss: -0.016 R -0.154 F 0.122][G loss: -0.075]
1710 [D loss: -0.027 R -0.158 F 0.105][G loss: -0.088]
1711 [D loss: -0.011 R -0.156 F 0.134][G loss: -0.087]
1712 [D loss: -0.017 R -0.163 F 0.130][G loss: -0.086]
1713 [D loss: -0.024 R -0.160 F 0.112][G loss: -0.087]
1714 [D loss: -0.017 R -0.160 F 0.127][G loss: -0.079]
1715 [D loss: -0.014 R -0.161 F 0.134][G loss: -0.080]
1716 [D loss: -0.017 R -0.163 F 0.129][G loss: -0.096]
1717 [D loss: -0.005 R -0.165 F 0.154][G loss: -0.100]
1718 [D loss: -0.016 R -0.163 F 0.132][G loss: -0.084]
1719 [D loss: -0.016 R -0.149 F 0.116][G loss: -0.074]
1720 [D loss: -0.015 R -0.150 F 0.120][G loss: -0.078]
1721 [D loss: -0.006 R -0.144 F 0.132][G loss: -0.085]
1722 [D loss: -0.004 R -0.139 F 0.131][G loss: -0.086]
1723 [D loss: -0.008 R -0.149 F 0.134][G loss: -0.090]
1724 [D loss: -0.004 R -0.135 F 0.127][G loss: -0.090]
1725 [D loss: -0.004 R -0.139 F 0.130][G loss: -0.082]
1726 [D loss: -0.007 R -0.148 F 0.134][G loss: -0.087]
1727 [D loss: -0.012 R -0.140 F 0.115][G loss: -0.067]
1728 [D loss: -0.007 R -0.143 F 0.128][G loss: -0.075]
1729 [D loss: -0.011 R -0.136 F 0.114][G loss: -0.073]
1730 [D loss: -0.025 R -0.148 F 0.098][G loss: -0.073]
1731 [D loss: -0.008 R -0.132 F 0.116][G loss: -0.060]
1732 [D loss: -0.012 R -0.136 F 0.112][G loss: -0.068]
1733 [D loss: -0.018 R -0.151 F 0.115][G loss: -0.081]
1734 [D loss: -0.028 R -0.173 F 0.117][G loss: -0.101]
1735 [D loss: -0.009 R -0.147 F 0.128][G loss: -0.085]
1736 [D loss: -0.006 R -0.151 F 0.139][G loss: -0.085]
1737 [D loss: -0.013 R -0.149 F 0.123][G loss: -0.081]
1738 [D loss: -0.008 R -0.138 F 0.122][G loss: -0.084]
1739 [D loss: -0.018 R -0.154 F 0.117][G loss: -0.069]
1740 [D loss: -0.006 R -0.135 F 0.123][G loss: -0.079]
1741 [D loss: -0.008 R -0.137 F 0.121][G loss: -0.076]
1742 [D loss: -0.010 R -0.140 F 0.119][G loss: -0.075]
1743 [D loss: -0.003 R -0.133 F 0.126][G loss: -0.082]
1744 [D loss: -0.005 R -0.135 F 0.124][G loss: -0.082]
1745 [D loss: -0.007 R -0.146 F 0.132][G loss: -0.083]
1746 [D loss: -0.013 R -0.149 F 0.124][G loss: -0.085]
1747 [D loss: -0.003 R -0.134 F 0.129][G loss: -0.067]
1748 [D loss: -0.008 R -0.141 F 0.125][G loss: -0.076]
1749 [D loss: -0.008 R -0.129 F 0.112][G loss: -0.075]
1750 [D loss: -0.010 R -0.136 F 0.116][G loss: -0.069]
1751 [D loss: -0.009 R -0.123 F 0.105][G loss: -0.066]
1752 [D loss: -0.010 R -0.146 F 0.125][G loss: -0.084]
1753 [D loss: -0.011 R -0.139 F 0.117][G loss: -0.073]
1754 [D loss: -0.011 R -0.143 F 0.120][G loss: -0.082]
1755 [D loss: -0.005 R -0.138 F 0.127][G loss: -0.084]
1756 [D loss: -0.013 R -0.153 F 0.128][G loss: -0.084]
1757 [D loss: -0.007 R -0.161 F 0.146][G loss: -0.100]
1758 [D loss: -0.010 R -0.160 F 0.140][G loss: -0.095]
1759 [D loss: -0.009 R -0.156 F 0.139][G loss: -0.097]
1760 [D loss: -0.013 R -0.159 F 0.133][G loss: -0.094]
1761 [D loss: -0.019 R -0.152 F 0.114][G loss: -0.091]
1762 [D loss: -0.008 R -0.145 F 0.130][G loss: -0.080]
1763 [D loss: -0.010 R -0.141 F 0.122][G loss: -0.082]
1764 [D loss: -0.005 R -0.133 F 0.123][G loss: -0.090]
1765 [D loss: -0.007 R -0.143 F 0.128][G loss: -0.088]
1766 [D loss: -0.009 R -0.145 F 0.128][G loss: -0.089]
1767 [D loss: -0.010 R -0.146 F 0.126][G loss: -0.094]
1768 [D loss: -0.011 R -0.154 F 0.132][G loss: -0.083]
1769 [D loss: -0.011 R -0.152 F 0.130][G loss: -0.077]
1770 [D loss: -0.012 R -0.126 F 0.103][G loss: -0.060]
1771 [D loss: -0.011 R -0.124 F 0.102][G loss: -0.058]
1772 [D loss: -0.007 R -0.114 F 0.099][G loss: -0.061]
1773 [D loss: -0.009 R -0.119 F 0.100][G loss: -0.059]
1774 [D loss: -0.008 R -0.115 F 0.098][G loss: -0.067]
1775 [D loss: -0.007 R -0.120 F 0.105][G loss: -0.066]
1776 [D loss: -0.011 R -0.118 F 0.096][G loss: -0.059]
1777 [D loss: -0.007 R -0.110 F 0.097][G loss: -0.059]
1778 [D loss: -0.011 R -0.120 F 0.099][G loss: -0.068]
1779 [D loss: -0.006 R -0.126 F 0.114][G loss: -0.067]
1780 [D loss: -0.014 R -0.139 F 0.111][G loss: -0.076]
1781 [D loss: -0.006 R -0.131 F 0.120][G loss: -0.085]
1782 [D loss: -0.011 R -0.140 F 0.118][G loss: -0.091]
1783 [D loss: -0.019 R -0.147 F 0.109][G loss: -0.073]
1784 [D loss: -0.026 R -0.153 F 0.101][G loss: -0.085]
1785 [D loss: -0.017 R -0.149 F 0.114][G loss: -0.079]
1786 [D loss: -0.010 R -0.142 F 0.122][G loss: -0.081]
1787 [D loss: -0.007 R -0.138 F 0.124][G loss: -0.088]
1788 [D loss: -0.010 R -0.134 F 0.114][G loss: -0.079]
1789 [D loss: -0.007 R -0.129 F 0.115][G loss: -0.078]
1790 [D loss: -0.007 R -0.132 F 0.117][G loss: -0.081]
1791 [D loss: -0.011 R -0.144 F 0.121][G loss: -0.081]
1792 [D loss: -0.012 R -0.154 F 0.130][G loss: -0.097]
1793 [D loss: -0.014 R -0.136 F 0.108][G loss: -0.078]
1794 [D loss: -0.003 R -0.141 F 0.136][G loss: -0.089]
1795 [D loss: -0.010 R -0.149 F 0.129][G loss: -0.094]
1796 [D loss: -0.006 R -0.147 F 0.135][G loss: -0.093]
1797 [D loss: -0.011 R -0.148 F 0.126][G loss: -0.090]
1798 [D loss: -0.005 R -0.151 F 0.142][G loss: -0.095]
1799 [D loss: -0.009 R -0.155 F 0.137][G loss: -0.089]
1800 [D loss: -0.009 R -0.153 F 0.135][G loss: -0.097]
1801 [D loss: -0.010 R -0.169 F 0.150][G loss: -0.105]
1802 [D loss: -0.019 R -0.175 F 0.138][G loss: -0.116]
1803 [D loss: -0.009 R -0.157 F 0.139][G loss: -0.094]
1804 [D loss: -0.006 R -0.145 F 0.134][G loss: -0.092]
1805 [D loss: -0.012 R -0.147 F 0.123][G loss: -0.088]
1806 [D loss: -0.018 R -0.147 F 0.111][G loss: -0.092]
1807 [D loss: -0.004 R -0.135 F 0.127][G loss: -0.093]
1808 [D loss: -0.007 R -0.141 F 0.127][G loss: -0.081]
1809 [D loss: -0.013 R -0.138 F 0.113][G loss: -0.079]
1810 [D loss: -0.002 R -0.134 F 0.129][G loss: -0.071]
1811 [D loss: -0.010 R -0.133 F 0.113][G loss: -0.079]
1812 [D loss: -0.003 R -0.134 F 0.129][G loss: -0.076]
1813 [D loss: -0.012 R -0.131 F 0.107][G loss: -0.069]
1814 [D loss: -0.012 R -0.130 F 0.105][G loss: -0.067]
1815 [D loss: -0.014 R -0.133 F 0.104][G loss: -0.080]
1816 [D loss: -0.013 R -0.135 F 0.108][G loss: -0.069]
1817 [D loss: -0.007 R -0.123 F 0.110][G loss: -0.063]
1818 [D loss: -0.026 R -0.133 F 0.081][G loss: -0.074]
1819 [D loss: -0.006 R -0.129 F 0.116][G loss: -0.069]
1820 [D loss: -0.004 R -0.115 F 0.107][G loss: -0.074]
1821 [D loss: -0.013 R -0.132 F 0.107][G loss: -0.083]
1822 [D loss: -0.013 R -0.117 F 0.092][G loss: -0.053]
1823 [D loss: -0.010 R -0.123 F 0.102][G loss: -0.061]
1824 [D loss: -0.009 R -0.109 F 0.090][G loss: -0.062]
1825 [D loss: -0.015 R -0.120 F 0.089][G loss: -0.061]
1826 [D loss: -0.013 R -0.124 F 0.097][G loss: -0.066]
1827 [D loss: -0.004 R -0.112 F 0.104][G loss: -0.063]
1828 [D loss: -0.010 R -0.120 F 0.101][G loss: -0.069]
1829 [D loss: -0.005 R -0.123 F 0.112][G loss: -0.073]
1830 [D loss: -0.008 R -0.125 F 0.109][G loss: -0.071]
1831 [D loss: -0.014 R -0.137 F 0.109][G loss: -0.076]
1832 [D loss: -0.005 R -0.133 F 0.123][G loss: -0.082]
1833 [D loss: -0.005 R -0.126 F 0.117][G loss: -0.090]
1834 [D loss: -0.015 R -0.152 F 0.123][G loss: -0.091]
1835 [D loss: -0.012 R -0.154 F 0.130][G loss: -0.095]
1836 [D loss: -0.004 R -0.145 F 0.137][G loss: -0.092]
1837 [D loss: -0.006 R -0.149 F 0.137][G loss: -0.089]
1838 [D loss: -0.013 R -0.147 F 0.122][G loss: -0.096]
1839 [D loss: -0.008 R -0.156 F 0.140][G loss: -0.098]
1840 [D loss: -0.008 R -0.143 F 0.128][G loss: -0.100]
1841 [D loss: -0.006 R -0.136 F 0.124][G loss: -0.079]
1842 [D loss: -0.011 R -0.127 F 0.105][G loss: -0.068]
1843 [D loss: -0.015 R -0.121 F 0.091][G loss: -0.062]
1844 [D loss: -0.013 R -0.118 F 0.092][G loss: -0.056]
1845 [D loss: -0.009 R -0.116 F 0.099][G loss: -0.051]
1846 [D loss: -0.008 R -0.108 F 0.093][G loss: -0.061]
1847 [D loss: -0.007 R -0.113 F 0.099][G loss: -0.053]
1848 [D loss: -0.010 R -0.108 F 0.087][G loss: -0.057]
1849 [D loss: -0.008 R -0.101 F 0.085][G loss: -0.060]
1850 [D loss: -0.013 R -0.108 F 0.083][G loss: -0.054]
1851 [D loss: -0.012 R -0.099 F 0.076][G loss: -0.061]
1852 [D loss: -0.020 R -0.121 F 0.081][G loss: -0.060]
1853 [D loss: -0.013 R -0.122 F 0.096][G loss: -0.061]
1854 [D loss: -0.018 R -0.124 F 0.087][G loss: -0.065]
1855 [D loss: -0.016 R -0.137 F 0.105][G loss: -0.070]
1856 [D loss: -0.003 R -0.130 F 0.125][G loss: -0.080]
1857 [D loss: -0.015 R -0.140 F 0.110][G loss: -0.083]
1858 [D loss: -0.010 R -0.136 F 0.116][G loss: -0.081]
1859 [D loss: -0.005 R -0.128 F 0.118][G loss: -0.080]
1860 [D loss: -0.012 R -0.137 F 0.113][G loss: -0.083]
1861 [D loss: -0.006 R -0.119 F 0.108][G loss: -0.069]
1862 [D loss: -0.012 R -0.124 F 0.100][G loss: -0.061]
1863 [D loss: -0.009 R -0.117 F 0.099][G loss: -0.067]
1864 [D loss: -0.001 R -0.106 F 0.104][G loss: -0.062]
1865 [D loss: -0.010 R -0.126 F 0.106][G loss: -0.069]
1866 [D loss: -0.012 R -0.127 F 0.103][G loss: -0.071]
1867 [D loss: -0.011 R -0.122 F 0.100][G loss: -0.059]
1868 [D loss: -0.009 R -0.128 F 0.110][G loss: -0.068]
1869 [D loss: -0.009 R -0.125 F 0.107][G loss: -0.070]
1870 [D loss: -0.004 R -0.115 F 0.107][G loss: -0.068]
1871 [D loss: -0.007 R -0.121 F 0.108][G loss: -0.073]
1872 [D loss: -0.012 R -0.123 F 0.099][G loss: -0.066]
1873 [D loss: -0.008 R -0.115 F 0.099][G loss: -0.061]
1874 [D loss: -0.013 R -0.118 F 0.092][G loss: -0.060]
1875 [D loss: -0.020 R -0.124 F 0.085][G loss: -0.069]
1876 [D loss: -0.009 R -0.112 F 0.095][G loss: -0.074]
1877 [D loss: -0.009 R -0.117 F 0.100][G loss: -0.065]
1878 [D loss: -0.006 R -0.123 F 0.110][G loss: -0.074]
1879 [D loss: -0.006 R -0.125 F 0.113][G loss: -0.075]
1880 [D loss: -0.012 R -0.129 F 0.106][G loss: -0.076]
1881 [D loss: -0.012 R -0.138 F 0.114][G loss: -0.079]
1882 [D loss: -0.004 R -0.118 F 0.110][G loss: -0.071]
1883 [D loss: -0.008 R -0.129 F 0.113][G loss: -0.073]
1884 [D loss: -0.009 R -0.130 F 0.113][G loss: -0.080]
1885 [D loss: -0.009 R -0.126 F 0.109][G loss: -0.072]
1886 [D loss: -0.012 R -0.125 F 0.102][G loss: -0.074]
1887 [D loss: -0.011 R -0.131 F 0.109][G loss: -0.066]
1888 [D loss: -0.008 R -0.125 F 0.108][G loss: -0.066]
1889 [D loss: -0.007 R -0.118 F 0.104][G loss: -0.062]
1890 [D loss: -0.015 R -0.117 F 0.088][G loss: -0.055]
1891 [D loss: -0.015 R -0.107 F 0.077][G loss: -0.053]
1892 [D loss: 0.000 R -0.097 F 0.098][G loss: -0.056]
1893 [D loss: -0.015 R -0.105 F 0.076][G loss: -0.050]
1894 [D loss: -0.008 R -0.098 F 0.082][G loss: -0.045]
1895 [D loss: -0.004 R -0.104 F 0.096][G loss: -0.050]
1896 [D loss: -0.012 R -0.096 F 0.072][G loss: -0.052]
1897 [D loss: -0.004 R -0.094 F 0.087][G loss: -0.052]
1898 [D loss: -0.011 R -0.111 F 0.090][G loss: -0.053]
1899 [D loss: -0.013 R -0.114 F 0.088][G loss: -0.061]
1900 [D loss: -0.014 R -0.126 F 0.099][G loss: -0.068]
1901 [D loss: -0.017 R -0.142 F 0.108][G loss: -0.077]
1902 [D loss: -0.013 R -0.129 F 0.104][G loss: -0.095]
1903 [D loss: -0.003 R -0.128 F 0.122][G loss: -0.083]
1904 [D loss: -0.019 R -0.134 F 0.096][G loss: -0.080]
1905 [D loss: -0.006 R -0.116 F 0.105][G loss: -0.065]
1906 [D loss: -0.002 R -0.109 F 0.105][G loss: -0.067]
1907 [D loss: -0.006 R -0.115 F 0.103][G loss: -0.063]
1908 [D loss: -0.013 R -0.114 F 0.089][G loss: -0.059]
1909 [D loss: -0.015 R -0.117 F 0.087][G loss: -0.065]
1910 [D loss: -0.008 R -0.105 F 0.089][G loss: -0.054]
1911 [D loss: -0.007 R -0.113 F 0.099][G loss: -0.064]
1912 [D loss: -0.013 R -0.108 F 0.082][G loss: -0.076]
1913 [D loss: -0.001 R -0.121 F 0.119][G loss: -0.078]
1914 [D loss: -0.010 R -0.123 F 0.102][G loss: -0.067]
1915 [D loss: -0.007 R -0.117 F 0.104][G loss: -0.071]
1916 [D loss: -0.011 R -0.132 F 0.110][G loss: -0.075]
1917 [D loss: -0.007 R -0.127 F 0.113][G loss: -0.072]
1918 [D loss: -0.007 R -0.120 F 0.106][G loss: -0.065]
1919 [D loss: -0.003 R -0.106 F 0.100][G loss: -0.062]
1920 [D loss: -0.006 R -0.112 F 0.099][G loss: -0.057]
1921 [D loss: -0.013 R -0.117 F 0.091][G loss: -0.063]
1922 [D loss: -0.003 R -0.098 F 0.091][G loss: -0.059]
1923 [D loss: -0.004 R -0.101 F 0.094][G loss: -0.062]
1924 [D loss: -0.006 R -0.102 F 0.091][G loss: -0.056]
1925 [D loss: 0.001 R -0.090 F 0.091][G loss: -0.053]
1926 [D loss: -0.015 R -0.114 F 0.084][G loss: -0.058]
1927 [D loss: -0.013 R -0.111 F 0.085][G loss: -0.053]
1928 [D loss: -0.013 R -0.114 F 0.088][G loss: -0.062]
1929 [D loss: -0.008 R -0.119 F 0.104][G loss: -0.067]
1930 [D loss: -0.007 R -0.127 F 0.113][G loss: -0.072]
1931 [D loss: -0.014 R -0.127 F 0.100][G loss: -0.069]
1932 [D loss: -0.003 R -0.117 F 0.112][G loss: -0.079]
1933 [D loss: -0.012 R -0.131 F 0.108][G loss: -0.077]
1934 [D loss: -0.012 R -0.131 F 0.107][G loss: -0.087]
1935 [D loss: -0.009 R -0.118 F 0.100][G loss: -0.070]
1936 [D loss: -0.006 R -0.117 F 0.106][G loss: -0.068]
1937 [D loss: -0.005 R -0.112 F 0.101][G loss: -0.064]
1938 [D loss: -0.008 R -0.111 F 0.095][G loss: -0.061]
1939 [D loss: -0.009 R -0.108 F 0.090][G loss: -0.063]
1940 [D loss: -0.009 R -0.107 F 0.089][G loss: -0.063]
1941 [D loss: -0.015 R -0.122 F 0.093][G loss: -0.060]
1942 [D loss: -0.011 R -0.120 F 0.097][G loss: -0.064]
1943 [D loss: -0.010 R -0.113 F 0.093][G loss: -0.069]
1944 [D loss: -0.012 R -0.119 F 0.095][G loss: -0.079]
1945 [D loss: -0.020 R -0.141 F 0.100][G loss: -0.093]
1946 [D loss: -0.004 R -0.112 F 0.105][G loss: -0.058]
1947 [D loss: -0.007 R -0.119 F 0.105][G loss: -0.068]
1948 [D loss: -0.004 R -0.116 F 0.107][G loss: -0.064]
1949 [D loss: -0.009 R -0.123 F 0.104][G loss: -0.063]
1950 [D loss: -0.009 R -0.113 F 0.094][G loss: -0.065]
1951 [D loss: -0.008 R -0.109 F 0.093][G loss: -0.066]
1952 [D loss: -0.009 R -0.116 F 0.097][G loss: -0.063]
1953 [D loss: -0.015 R -0.108 F 0.078][G loss: -0.058]
1954 [D loss: -0.009 R -0.118 F 0.099][G loss: -0.056]
1955 [D loss: -0.010 R -0.106 F 0.086][G loss: -0.060]
1956 [D loss: -0.006 R -0.110 F 0.098][G loss: -0.063]
1957 [D loss: -0.005 R -0.106 F 0.096][G loss: -0.060]
1958 [D loss: -0.004 R -0.104 F 0.095][G loss: -0.058]
1959 [D loss: -0.008 R -0.105 F 0.089][G loss: -0.060]
1960 [D loss: -0.009 R -0.109 F 0.091][G loss: -0.060]
1961 [D loss: -0.007 R -0.108 F 0.094][G loss: -0.069]
1962 [D loss: -0.002 R -0.101 F 0.098][G loss: -0.062]
1963 [D loss: -0.008 R -0.109 F 0.093][G loss: -0.064]
1964 [D loss: -0.011 R -0.119 F 0.097][G loss: -0.063]
1965 [D loss: -0.011 R -0.109 F 0.086][G loss: -0.052]
1966 [D loss: -0.016 R -0.106 F 0.074][G loss: -0.049]
1967 [D loss: -0.010 R -0.099 F 0.079][G loss: -0.056]
1968 [D loss: -0.010 R -0.104 F 0.083][G loss: -0.050]
1969 [D loss: -0.007 R -0.099 F 0.086][G loss: -0.054]
1970 [D loss: -0.009 R -0.104 F 0.085][G loss: -0.049]
1971 [D loss: -0.007 R -0.104 F 0.091][G loss: -0.057]
1972 [D loss: -0.007 R -0.103 F 0.089][G loss: -0.054]
1973 [D loss: -0.009 R -0.107 F 0.089][G loss: -0.058]
1974 [D loss: -0.010 R -0.108 F 0.089][G loss: -0.070]
1975 [D loss: -0.016 R -0.116 F 0.085][G loss: -0.055]
1976 [D loss: -0.009 R -0.122 F 0.104][G loss: -0.072]
1977 [D loss: -0.010 R -0.118 F 0.098][G loss: -0.064]
1978 [D loss: -0.005 R -0.115 F 0.106][G loss: -0.076]
1979 [D loss: -0.010 R -0.125 F 0.106][G loss: -0.071]
1980 [D loss: -0.009 R -0.116 F 0.098][G loss: -0.065]
1981 [D loss: -0.013 R -0.121 F 0.096][G loss: -0.068]
1982 [D loss: -0.012 R -0.115 F 0.091][G loss: -0.068]
1983 [D loss: -0.012 R -0.112 F 0.088][G loss: -0.058]
1984 [D loss: -0.004 R -0.109 F 0.101][G loss: -0.061]
1985 [D loss: -0.006 R -0.116 F 0.103][G loss: -0.067]
1986 [D loss: -0.010 R -0.128 F 0.108][G loss: -0.074]
1987 [D loss: -0.009 R -0.121 F 0.102][G loss: -0.067]
1988 [D loss: -0.010 R -0.111 F 0.091][G loss: -0.061]
1989 [D loss: -0.010 R -0.102 F 0.082][G loss: -0.054]
1990 [D loss: -0.008 R -0.095 F 0.078][G loss: -0.046]
1991 [D loss: -0.007 R -0.095 F 0.081][G loss: -0.051]
1992 [D loss: -0.011 R -0.092 F 0.070][G loss: -0.034]
1993 [D loss: -0.006 R -0.082 F 0.071][G loss: -0.040]
1994 [D loss: -0.008 R -0.085 F 0.070][G loss: -0.042]
1995 [D loss: -0.009 R -0.091 F 0.074][G loss: -0.042]
1996 [D loss: -0.014 R -0.097 F 0.068][G loss: -0.045]
1997 [D loss: -0.011 R -0.101 F 0.079][G loss: -0.053]
1998 [D loss: -0.009 R -0.102 F 0.085][G loss: -0.056]
1999 [D loss: -0.014 R -0.101 F 0.073][G loss: -0.052]
2000 [D loss: -0.018 R -0.110 F 0.075][G loss: -0.054]
2001 [D loss: -0.010 R -0.105 F 0.084][G loss: -0.050]
2002 [D loss: -0.003 R -0.098 F 0.091][G loss: -0.060]
2003 [D loss: -0.007 R -0.111 F 0.097][G loss: -0.068]
2004 [D loss: -0.007 R -0.111 F 0.096][G loss: -0.070]
2005 [D loss: -0.006 R -0.107 F 0.095][G loss: -0.063]
2006 [D loss: -0.006 R -0.104 F 0.093][G loss: -0.057]
2007 [D loss: -0.003 R -0.100 F 0.094][G loss: -0.056]
2008 [D loss: -0.016 R -0.106 F 0.073][G loss: -0.051]
2009 [D loss: -0.007 R -0.106 F 0.092][G loss: -0.052]
2010 [D loss: -0.006 R -0.098 F 0.085][G loss: -0.043]
2011 [D loss: -0.008 R -0.096 F 0.081][G loss: -0.043]
2012 [D loss: -0.010 R -0.100 F 0.080][G loss: -0.053]
2013 [D loss: -0.002 R -0.093 F 0.088][G loss: -0.052]
2014 [D loss: -0.009 R -0.105 F 0.087][G loss: -0.057]
2015 [D loss: -0.007 R -0.107 F 0.094][G loss: -0.054]
2016 [D loss: -0.007 R -0.101 F 0.086][G loss: -0.059]
2017 [D loss: -0.008 R -0.113 F 0.098][G loss: -0.062]
2018 [D loss: -0.008 R -0.107 F 0.091][G loss: -0.058]
2019 [D loss: -0.007 R -0.100 F 0.086][G loss: -0.051]
2020 [D loss: -0.007 R -0.097 F 0.083][G loss: -0.051]
2021 [D loss: -0.004 R -0.097 F 0.089][G loss: -0.052]
2022 [D loss: -0.011 R -0.100 F 0.078][G loss: -0.052]
2023 [D loss: -0.009 R -0.096 F 0.078][G loss: -0.040]
2024 [D loss: -0.008 R -0.086 F 0.069][G loss: -0.040]
2025 [D loss: -0.006 R -0.088 F 0.076][G loss: -0.046]
2026 [D loss: -0.017 R -0.107 F 0.073][G loss: -0.062]
2027 [D loss: -0.009 R -0.103 F 0.084][G loss: -0.053]
2028 [D loss: -0.011 R -0.115 F 0.094][G loss: -0.061]
2029 [D loss: -0.008 R -0.115 F 0.099][G loss: -0.066]
2030 [D loss: -0.009 R -0.120 F 0.103][G loss: -0.072]
2031 [D loss: -0.009 R -0.120 F 0.102][G loss: -0.072]
2032 [D loss: -0.015 R -0.115 F 0.085][G loss: -0.055]
2033 [D loss: -0.008 R -0.102 F 0.087][G loss: -0.064]
2034 [D loss: -0.005 R -0.108 F 0.098][G loss: -0.063]
2035 [D loss: -0.013 R -0.105 F 0.078][G loss: -0.052]
2036 [D loss: -0.014 R -0.113 F 0.085][G loss: -0.061]
2037 [D loss: -0.007 R -0.108 F 0.093][G loss: -0.067]
2038 [D loss: -0.008 R -0.097 F 0.081][G loss: -0.053]
2039 [D loss: -0.007 R -0.091 F 0.077][G loss: -0.042]
2040 [D loss: -0.005 R -0.084 F 0.073][G loss: -0.045]
2041 [D loss: -0.008 R -0.089 F 0.073][G loss: -0.041]
2042 [D loss: -0.015 R -0.096 F 0.066][G loss: -0.051]
2043 [D loss: -0.009 R -0.098 F 0.079][G loss: -0.055]
2044 [D loss: -0.003 R -0.090 F 0.085][G loss: -0.051]
2045 [D loss: -0.005 R -0.101 F 0.090][G loss: -0.053]
2046 [D loss: -0.009 R -0.093 F 0.075][G loss: -0.050]
2047 [D loss: -0.009 R -0.085 F 0.068][G loss: -0.042]
2048 [D loss: -0.009 R -0.103 F 0.085][G loss: -0.050]
2049 [D loss: -0.007 R -0.093 F 0.079][G loss: -0.050]
2050 [D loss: -0.010 R -0.099 F 0.080][G loss: -0.050]
2051 [D loss: -0.011 R -0.113 F 0.090][G loss: -0.057]
2052 [D loss: -0.006 R -0.104 F 0.093][G loss: -0.057]
2053 [D loss: -0.005 R -0.105 F 0.095][G loss: -0.064]
2054 [D loss: -0.011 R -0.105 F 0.083][G loss: -0.050]
2055 [D loss: -0.015 R -0.103 F 0.072][G loss: -0.062]
2056 [D loss: -0.006 R -0.101 F 0.089][G loss: -0.054]
2057 [D loss: -0.009 R -0.108 F 0.090][G loss: -0.052]
2058 [D loss: -0.008 R -0.104 F 0.089][G loss: -0.058]
2059 [D loss: -0.009 R -0.108 F 0.091][G loss: -0.064]
2060 [D loss: -0.006 R -0.113 F 0.100][G loss: -0.060]
2061 [D loss: -0.017 R -0.118 F 0.083][G loss: -0.068]
2062 [D loss: -0.009 R -0.112 F 0.094][G loss: -0.068]
2063 [D loss: -0.008 R -0.120 F 0.105][G loss: -0.070]
2064 [D loss: -0.005 R -0.103 F 0.093][G loss: -0.053]
2065 [D loss: -0.010 R -0.107 F 0.088][G loss: -0.059]
2066 [D loss: -0.014 R -0.115 F 0.086][G loss: -0.070]
2067 [D loss: -0.009 R -0.121 F 0.104][G loss: -0.065]
2068 [D loss: -0.009 R -0.113 F 0.096][G loss: -0.066]
2069 [D loss: -0.010 R -0.126 F 0.106][G loss: -0.076]
2070 [D loss: -0.003 R -0.119 F 0.113][G loss: -0.081]
2071 [D loss: -0.005 R -0.119 F 0.108][G loss: -0.075]
2072 [D loss: -0.004 R -0.114 F 0.105][G loss: -0.070]
2073 [D loss: -0.006 R -0.110 F 0.098][G loss: -0.069]
2074 [D loss: -0.005 R -0.105 F 0.096][G loss: -0.057]
2075 [D loss: -0.006 R -0.103 F 0.091][G loss: -0.056]
2076 [D loss: -0.003 R -0.090 F 0.083][G loss: -0.045]
2077 [D loss: -0.002 R -0.085 F 0.080][G loss: -0.050]
2078 [D loss: -0.010 R -0.099 F 0.078][G loss: -0.055]
2079 [D loss: -0.014 R -0.087 F 0.059][G loss: -0.037]
2080 [D loss: -0.006 R -0.084 F 0.071][G loss: -0.038]
2081 [D loss: -0.014 R -0.092 F 0.064][G loss: -0.042]
2082 [D loss: -0.005 R -0.090 F 0.079][G loss: -0.048]
2083 [D loss: -0.006 R -0.089 F 0.076][G loss: -0.044]
2084 [D loss: -0.013 R -0.102 F 0.077][G loss: -0.059]
2085 [D loss: -0.006 R -0.098 F 0.085][G loss: -0.055]
2086 [D loss: -0.008 R -0.086 F 0.070][G loss: -0.047]
2087 [D loss: -0.011 R -0.089 F 0.068][G loss: -0.048]
2088 [D loss: -0.008 R -0.091 F 0.074][G loss: -0.049]
2089 [D loss: -0.007 R -0.093 F 0.079][G loss: -0.053]
2090 [D loss: -0.012 R -0.106 F 0.081][G loss: -0.050]
2091 [D loss: -0.004 R -0.089 F 0.081][G loss: -0.048]
2092 [D loss: -0.006 R -0.090 F 0.078][G loss: -0.049]
2093 [D loss: -0.007 R -0.098 F 0.084][G loss: -0.055]
2094 [D loss: -0.008 R -0.096 F 0.080][G loss: -0.056]
2095 [D loss: -0.010 R -0.106 F 0.086][G loss: -0.061]
2096 [D loss: -0.012 R -0.111 F 0.086][G loss: -0.062]
2097 [D loss: -0.005 R -0.108 F 0.099][G loss: -0.062]
2098 [D loss: -0.007 R -0.111 F 0.096][G loss: -0.060]
2099 [D loss: -0.010 R -0.112 F 0.092][G loss: -0.064]
2100 [D loss: -0.008 R -0.104 F 0.089][G loss: -0.060]
2101 [D loss: -0.006 R -0.106 F 0.095][G loss: -0.057]
2102 [D loss: -0.006 R -0.099 F 0.088][G loss: -0.059]
2103 [D loss: -0.008 R -0.103 F 0.087][G loss: -0.057]
2104 [D loss: -0.009 R -0.096 F 0.077][G loss: -0.051]
2105 [D loss: -0.007 R -0.093 F 0.079][G loss: -0.049]
2106 [D loss: -0.002 R -0.091 F 0.086][G loss: -0.054]
2107 [D loss: -0.012 R -0.102 F 0.078][G loss: -0.052]
2108 [D loss: -0.006 R -0.093 F 0.081][G loss: -0.052]
2109 [D loss: -0.011 R -0.090 F 0.068][G loss: -0.056]
2110 [D loss: -0.016 R -0.104 F 0.072][G loss: -0.052]
2111 [D loss: -0.008 R -0.104 F 0.089][G loss: -0.059]
2112 [D loss: -0.010 R -0.104 F 0.084][G loss: -0.056]
2113 [D loss: -0.009 R -0.102 F 0.084][G loss: -0.059]
2114 [D loss: -0.005 R -0.103 F 0.093][G loss: -0.059]
2115 [D loss: -0.004 R -0.099 F 0.092][G loss: -0.054]
2116 [D loss: -0.009 R -0.094 F 0.076][G loss: -0.046]
2117 [D loss: -0.006 R -0.090 F 0.078][G loss: -0.048]
2118 [D loss: -0.009 R -0.094 F 0.077][G loss: -0.047]
2119 [D loss: -0.007 R -0.091 F 0.076][G loss: -0.047]
2120 [D loss: -0.006 R -0.089 F 0.077][G loss: -0.045]
2121 [D loss: -0.001 R -0.088 F 0.085][G loss: -0.049]
2122 [D loss: -0.009 R -0.099 F 0.081][G loss: -0.050]
2123 [D loss: -0.008 R -0.087 F 0.072][G loss: -0.045]
2124 [D loss: -0.007 R -0.083 F 0.069][G loss: -0.047]
2125 [D loss: -0.006 R -0.094 F 0.082][G loss: -0.050]
2126 [D loss: -0.009 R -0.097 F 0.079][G loss: -0.052]
2127 [D loss: -0.016 R -0.106 F 0.074][G loss: -0.055]
2128 [D loss: -0.008 R -0.114 F 0.098][G loss: -0.059]
2129 [D loss: -0.004 R -0.106 F 0.099][G loss: -0.061]
2130 [D loss: -0.012 R -0.103 F 0.078][G loss: -0.062]
2131 [D loss: -0.005 R -0.108 F 0.097][G loss: -0.058]
2132 [D loss: -0.009 R -0.101 F 0.084][G loss: -0.058]
2133 [D loss: -0.004 R -0.099 F 0.090][G loss: -0.062]
2134 [D loss: -0.008 R -0.108 F 0.091][G loss: -0.063]
2135 [D loss: -0.007 R -0.096 F 0.082][G loss: -0.049]
2136 [D loss: -0.010 R -0.098 F 0.078][G loss: -0.052]
2137 [D loss: -0.013 R -0.111 F 0.085][G loss: -0.054]
2138 [D loss: -0.009 R -0.107 F 0.089][G loss: -0.061]
2139 [D loss: -0.009 R -0.101 F 0.083][G loss: -0.056]
2140 [D loss: -0.004 R -0.093 F 0.084][G loss: -0.053]
2141 [D loss: -0.009 R -0.094 F 0.076][G loss: -0.047]
2142 [D loss: -0.009 R -0.095 F 0.076][G loss: -0.057]
2143 [D loss: -0.005 R -0.096 F 0.086][G loss: -0.051]
2144 [D loss: -0.009 R -0.096 F 0.079][G loss: -0.052]
2145 [D loss: -0.015 R -0.093 F 0.063][G loss: -0.055]
2146 [D loss: -0.006 R -0.086 F 0.073][G loss: -0.040]
2147 [D loss: -0.008 R -0.093 F 0.077][G loss: -0.047]
2148 [D loss: -0.007 R -0.089 F 0.075][G loss: -0.053]
2149 [D loss: -0.011 R -0.097 F 0.075][G loss: -0.051]
2150 [D loss: -0.008 R -0.093 F 0.076][G loss: -0.047]
2151 [D loss: -0.011 R -0.095 F 0.073][G loss: -0.050]
2152 [D loss: -0.005 R -0.089 F 0.079][G loss: -0.050]
2153 [D loss: -0.007 R -0.084 F 0.071][G loss: -0.044]
2154 [D loss: -0.006 R -0.080 F 0.068][G loss: -0.039]
2155 [D loss: -0.005 R -0.086 F 0.077][G loss: -0.040]
2156 [D loss: -0.008 R -0.087 F 0.070][G loss: -0.045]
2157 [D loss: -0.010 R -0.100 F 0.079][G loss: -0.052]
2158 [D loss: -0.011 R -0.089 F 0.068][G loss: -0.043]
2159 [D loss: -0.010 R -0.094 F 0.074][G loss: -0.044]
2160 [D loss: -0.010 R -0.087 F 0.068][G loss: -0.043]
2161 [D loss: -0.005 R -0.082 F 0.071][G loss: -0.044]
2162 [D loss: -0.006 R -0.085 F 0.073][G loss: -0.044]
2163 [D loss: -0.007 R -0.085 F 0.071][G loss: -0.043]
2164 [D loss: -0.008 R -0.090 F 0.073][G loss: -0.045]
2165 [D loss: -0.003 R -0.083 F 0.076][G loss: -0.046]
2166 [D loss: -0.011 R -0.089 F 0.066][G loss: -0.047]
2167 [D loss: -0.009 R -0.091 F 0.072][G loss: -0.043]
2168 [D loss: -0.003 R -0.087 F 0.081][G loss: -0.046]
2169 [D loss: -0.009 R -0.091 F 0.074][G loss: -0.047]
2170 [D loss: -0.011 R -0.100 F 0.078][G loss: -0.052]
2171 [D loss: -0.009 R -0.106 F 0.088][G loss: -0.061]
2172 [D loss: -0.010 R -0.102 F 0.083][G loss: -0.064]
2173 [D loss: -0.010 R -0.101 F 0.080][G loss: -0.061]
2174 [D loss: -0.006 R -0.094 F 0.083][G loss: -0.050]
2175 [D loss: -0.008 R -0.101 F 0.086][G loss: -0.059]
2176 [D loss: -0.009 R -0.101 F 0.084][G loss: -0.054]
2177 [D loss: -0.007 R -0.096 F 0.082][G loss: -0.054]
2178 [D loss: -0.005 R -0.086 F 0.076][G loss: -0.045]
2179 [D loss: -0.008 R -0.092 F 0.077][G loss: -0.052]
2180 [D loss: -0.003 R -0.086 F 0.080][G loss: -0.045]
2181 [D loss: -0.006 R -0.094 F 0.082][G loss: -0.054]
2182 [D loss: -0.007 R -0.089 F 0.074][G loss: -0.058]
2183 [D loss: -0.008 R -0.094 F 0.078][G loss: -0.055]
2184 [D loss: -0.009 R -0.086 F 0.067][G loss: -0.041]
2185 [D loss: -0.008 R -0.083 F 0.067][G loss: -0.043]
2186 [D loss: -0.006 R -0.082 F 0.069][G loss: -0.037]
2187 [D loss: -0.011 R -0.086 F 0.063][G loss: -0.046]
2188 [D loss: -0.010 R -0.076 F 0.056][G loss: -0.036]
2189 [D loss: -0.010 R -0.091 F 0.071][G loss: -0.042]
2190 [D loss: -0.005 R -0.078 F 0.069][G loss: -0.044]
2191 [D loss: -0.006 R -0.080 F 0.068][G loss: -0.046]
2192 [D loss: -0.009 R -0.087 F 0.068][G loss: -0.053]
2193 [D loss: -0.009 R -0.088 F 0.071][G loss: -0.050]
2194 [D loss: -0.002 R -0.083 F 0.079][G loss: -0.046]
2195 [D loss: -0.006 R -0.079 F 0.067][G loss: -0.047]
2196 [D loss: -0.009 R -0.092 F 0.073][G loss: -0.056]
2197 [D loss: -0.013 R -0.101 F 0.075][G loss: -0.056]
2198 [D loss: -0.004 R -0.091 F 0.083][G loss: -0.059]
2199 [D loss: -0.006 R -0.090 F 0.078][G loss: -0.052]
2200 [D loss: -0.004 R -0.086 F 0.078][G loss: -0.046]
2201 [D loss: -0.008 R -0.083 F 0.068][G loss: -0.041]
2202 [D loss: -0.007 R -0.079 F 0.064][G loss: -0.045]
2203 [D loss: -0.011 R -0.089 F 0.068][G loss: -0.045]
2204 [D loss: -0.004 R -0.091 F 0.082][G loss: -0.047]
2205 [D loss: -0.004 R -0.093 F 0.085][G loss: -0.052]
2206 [D loss: -0.013 R -0.107 F 0.082][G loss: -0.058]
2207 [D loss: -0.011 R -0.100 F 0.077][G loss: -0.053]
2208 [D loss: -0.012 R -0.105 F 0.082][G loss: -0.057]
2209 [D loss: -0.004 R -0.090 F 0.081][G loss: -0.055]
2210 [D loss: -0.007 R -0.099 F 0.085][G loss: -0.059]
2211 [D loss: -0.010 R -0.099 F 0.079][G loss: -0.060]
2212 [D loss: -0.007 R -0.101 F 0.086][G loss: -0.057]
2213 [D loss: -0.009 R -0.095 F 0.076][G loss: -0.046]
2214 [D loss: -0.004 R -0.088 F 0.080][G loss: -0.052]
2215 [D loss: -0.007 R -0.091 F 0.077][G loss: -0.049]
2216 [D loss: -0.003 R -0.081 F 0.075][G loss: -0.044]
2217 [D loss: -0.008 R -0.093 F 0.077][G loss: -0.049]
2218 [D loss: -0.004 R -0.087 F 0.079][G loss: -0.046]
2219 [D loss: -0.013 R -0.091 F 0.065][G loss: -0.052]
2220 [D loss: -0.013 R -0.087 F 0.061][G loss: -0.036]
2221 [D loss: -0.007 R -0.092 F 0.078][G loss: -0.052]
2222 [D loss: -0.011 R -0.100 F 0.078][G loss: -0.062]
2223 [D loss: -0.003 R -0.089 F 0.084][G loss: -0.052]
2224 [D loss: -0.007 R -0.088 F 0.074][G loss: -0.048]
2225 [D loss: -0.008 R -0.091 F 0.075][G loss: -0.043]
2226 [D loss: -0.001 R -0.085 F 0.082][G loss: -0.042]
2227 [D loss: -0.006 R -0.081 F 0.070][G loss: -0.042]
2228 [D loss: -0.008 R -0.085 F 0.068][G loss: -0.043]
2229 [D loss: -0.008 R -0.083 F 0.067][G loss: -0.041]
2230 [D loss: -0.009 R -0.087 F 0.068][G loss: -0.043]
2231 [D loss: -0.008 R -0.091 F 0.075][G loss: -0.043]
2232 [D loss: -0.006 R -0.077 F 0.065][G loss: -0.046]
2233 [D loss: -0.010 R -0.082 F 0.062][G loss: -0.036]
2234 [D loss: -0.007 R -0.080 F 0.066][G loss: -0.046]
2235 [D loss: -0.008 R -0.077 F 0.060][G loss: -0.038]
2236 [D loss: -0.007 R -0.078 F 0.065][G loss: -0.043]
2237 [D loss: -0.008 R -0.089 F 0.074][G loss: -0.047]
2238 [D loss: -0.003 R -0.086 F 0.081][G loss: -0.046]
2239 [D loss: -0.012 R -0.090 F 0.065][G loss: -0.051]
2240 [D loss: -0.010 R -0.087 F 0.067][G loss: -0.046]
2241 [D loss: -0.007 R -0.082 F 0.068][G loss: -0.047]
2242 [D loss: -0.009 R -0.090 F 0.073][G loss: -0.049]
2243 [D loss: -0.011 R -0.089 F 0.067][G loss: -0.042]
2244 [D loss: -0.008 R -0.086 F 0.071][G loss: -0.044]
2245 [D loss: -0.016 R -0.102 F 0.070][G loss: -0.052]
2246 [D loss: -0.019 R -0.094 F 0.057][G loss: -0.046]
2247 [D loss: -0.008 R -0.093 F 0.078][G loss: -0.052]
2248 [D loss: -0.010 R -0.095 F 0.075][G loss: -0.052]
2249 [D loss: -0.008 R -0.094 F 0.078][G loss: -0.054]
2250 [D loss: -0.008 R -0.096 F 0.080][G loss: -0.056]
2251 [D loss: -0.002 R -0.083 F 0.078][G loss: -0.048]
2252 [D loss: -0.007 R -0.093 F 0.079][G loss: -0.047]
2253 [D loss: -0.007 R -0.089 F 0.075][G loss: -0.052]
2254 [D loss: -0.012 R -0.095 F 0.072][G loss: -0.042]
2255 [D loss: -0.013 R -0.095 F 0.069][G loss: -0.047]
2256 [D loss: -0.008 R -0.081 F 0.066][G loss: -0.053]
2257 [D loss: -0.012 R -0.089 F 0.064][G loss: -0.048]
2258 [D loss: -0.005 R -0.084 F 0.073][G loss: -0.049]
2259 [D loss: -0.007 R -0.095 F 0.081][G loss: -0.051]
2260 [D loss: -0.007 R -0.089 F 0.075][G loss: -0.044]
2261 [D loss: -0.007 R -0.079 F 0.065][G loss: -0.039]
2262 [D loss: -0.004 R -0.080 F 0.072][G loss: -0.038]
2263 [D loss: -0.005 R -0.076 F 0.067][G loss: -0.038]
2264 [D loss: -0.007 R -0.083 F 0.068][G loss: -0.041]
2265 [D loss: -0.006 R -0.080 F 0.068][G loss: -0.044]
2266 [D loss: -0.002 R -0.076 F 0.073][G loss: -0.047]
2267 [D loss: -0.009 R -0.089 F 0.070][G loss: -0.047]
2268 [D loss: -0.007 R -0.082 F 0.069][G loss: -0.041]
2269 [D loss: -0.009 R -0.092 F 0.074][G loss: -0.049]
2270 [D loss: -0.007 R -0.086 F 0.072][G loss: -0.050]
2271 [D loss: -0.008 R -0.090 F 0.074][G loss: -0.049]
2272 [D loss: -0.007 R -0.089 F 0.074][G loss: -0.047]
2273 [D loss: -0.004 R -0.085 F 0.076][G loss: -0.046]
2274 [D loss: -0.005 R -0.084 F 0.074][G loss: -0.052]
2275 [D loss: -0.008 R -0.090 F 0.073][G loss: -0.045]
2276 [D loss: -0.009 R -0.081 F 0.064][G loss: -0.041]
2277 [D loss: -0.008 R -0.083 F 0.067][G loss: -0.039]
2278 [D loss: -0.008 R -0.091 F 0.075][G loss: -0.048]
2279 [D loss: -0.007 R -0.085 F 0.072][G loss: -0.048]
2280 [D loss: -0.005 R -0.085 F 0.074][G loss: -0.047]
2281 [D loss: -0.008 R -0.086 F 0.071][G loss: -0.045]
2282 [D loss: -0.003 R -0.091 F 0.084][G loss: -0.046]
2283 [D loss: -0.012 R -0.093 F 0.069][G loss: -0.053]
2284 [D loss: -0.003 R -0.088 F 0.081][G loss: -0.050]
2285 [D loss: -0.005 R -0.078 F 0.068][G loss: -0.048]
2286 [D loss: -0.007 R -0.085 F 0.071][G loss: -0.047]
2287 [D loss: -0.011 R -0.088 F 0.065][G loss: -0.044]
2288 [D loss: -0.006 R -0.081 F 0.070][G loss: -0.046]
2289 [D loss: -0.005 R -0.087 F 0.077][G loss: -0.049]
2290 [D loss: -0.005 R -0.081 F 0.070][G loss: -0.048]
2291 [D loss: -0.006 R -0.081 F 0.068][G loss: -0.041]
2292 [D loss: -0.002 R -0.076 F 0.073][G loss: -0.040]
2293 [D loss: -0.010 R -0.084 F 0.065][G loss: -0.041]
2294 [D loss: -0.007 R -0.080 F 0.065][G loss: -0.041]
2295 [D loss: -0.006 R -0.082 F 0.070][G loss: -0.043]
2296 [D loss: -0.013 R -0.095 F 0.070][G loss: -0.054]
2297 [D loss: -0.009 R -0.098 F 0.080][G loss: -0.056]
2298 [D loss: -0.012 R -0.086 F 0.063][G loss: -0.040]
2299 [D loss: -0.012 R -0.090 F 0.067][G loss: -0.054]
2300 [D loss: -0.007 R -0.091 F 0.076][G loss: -0.054]
2301 [D loss: -0.006 R -0.087 F 0.076][G loss: -0.043]
2302 [D loss: -0.006 R -0.089 F 0.076][G loss: -0.050]
2303 [D loss: -0.006 R -0.073 F 0.062][G loss: -0.034]
2304 [D loss: -0.007 R -0.074 F 0.059][G loss: -0.032]
2305 [D loss: -0.006 R -0.074 F 0.061][G loss: -0.037]
2306 [D loss: -0.008 R -0.074 F 0.057][G loss: -0.044]
2307 [D loss: -0.009 R -0.081 F 0.063][G loss: -0.040]
2308 [D loss: -0.006 R -0.077 F 0.065][G loss: -0.041]
2309 [D loss: -0.010 R -0.086 F 0.067][G loss: -0.046]
2310 [D loss: -0.011 R -0.084 F 0.062][G loss: -0.040]
2311 [D loss: -0.007 R -0.081 F 0.068][G loss: -0.047]
2312 [D loss: -0.009 R -0.089 F 0.072][G loss: -0.051]
2313 [D loss: -0.010 R -0.095 F 0.075][G loss: -0.053]
2314 [D loss: -0.007 R -0.088 F 0.074][G loss: -0.055]
2315 [D loss: -0.001 R -0.081 F 0.079][G loss: -0.048]
2316 [D loss: -0.012 R -0.095 F 0.072][G loss: -0.051]
2317 [D loss: -0.005 R -0.086 F 0.075][G loss: -0.050]
2318 [D loss: -0.012 R -0.086 F 0.061][G loss: -0.041]
2319 [D loss: -0.010 R -0.082 F 0.062][G loss: -0.044]
2320 [D loss: -0.012 R -0.095 F 0.070][G loss: -0.045]
2321 [D loss: -0.006 R -0.086 F 0.073][G loss: -0.046]
2322 [D loss: -0.009 R -0.083 F 0.065][G loss: -0.046]
2323 [D loss: -0.010 R -0.079 F 0.059][G loss: -0.041]
2324 [D loss: -0.012 R -0.080 F 0.056][G loss: -0.037]
2325 [D loss: -0.013 R -0.080 F 0.054][G loss: -0.041]
2326 [D loss: -0.005 R -0.071 F 0.060][G loss: -0.037]
2327 [D loss: -0.009 R -0.077 F 0.059][G loss: -0.034]
2328 [D loss: -0.007 R -0.081 F 0.067][G loss: -0.037]
2329 [D loss: -0.006 R -0.071 F 0.058][G loss: -0.033]
2330 [D loss: -0.008 R -0.067 F 0.051][G loss: -0.029]
2331 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.029]
2332 [D loss: -0.007 R -0.067 F 0.054][G loss: -0.044]
2333 [D loss: -0.002 R -0.071 F 0.067][G loss: -0.046]
2334 [D loss: -0.006 R -0.081 F 0.069][G loss: -0.044]
2335 [D loss: -0.013 R -0.080 F 0.055][G loss: -0.042]
2336 [D loss: -0.007 R -0.087 F 0.072][G loss: -0.046]
2337 [D loss: -0.010 R -0.073 F 0.054][G loss: -0.038]
2338 [D loss: -0.007 R -0.080 F 0.066][G loss: -0.038]
2339 [D loss: -0.007 R -0.079 F 0.066][G loss: -0.040]
2340 [D loss: -0.013 R -0.089 F 0.062][G loss: -0.048]
2341 [D loss: -0.008 R -0.089 F 0.072][G loss: -0.049]
2342 [D loss: -0.004 R -0.081 F 0.073][G loss: -0.053]
2343 [D loss: -0.007 R -0.080 F 0.066][G loss: -0.040]
2344 [D loss: -0.007 R -0.084 F 0.069][G loss: -0.048]
2345 [D loss: -0.007 R -0.090 F 0.076][G loss: -0.056]
2346 [D loss: -0.005 R -0.086 F 0.076][G loss: -0.049]
2347 [D loss: -0.009 R -0.090 F 0.073][G loss: -0.048]
2348 [D loss: -0.009 R -0.085 F 0.067][G loss: -0.044]
2349 [D loss: -0.005 R -0.085 F 0.075][G loss: -0.046]
2350 [D loss: -0.006 R -0.083 F 0.071][G loss: -0.048]
2351 [D loss: -0.008 R -0.082 F 0.066][G loss: -0.040]
2352 [D loss: -0.008 R -0.076 F 0.060][G loss: -0.042]
2353 [D loss: -0.008 R -0.079 F 0.064][G loss: -0.040]
2354 [D loss: -0.009 R -0.081 F 0.063][G loss: -0.043]
2355 [D loss: -0.010 R -0.085 F 0.065][G loss: -0.046]
2356 [D loss: -0.007 R -0.094 F 0.081][G loss: -0.049]
2357 [D loss: -0.008 R -0.075 F 0.059][G loss: -0.048]
2358 [D loss: -0.011 R -0.085 F 0.063][G loss: -0.048]
2359 [D loss: -0.009 R -0.083 F 0.065][G loss: -0.051]
2360 [D loss: -0.007 R -0.086 F 0.073][G loss: -0.053]
2361 [D loss: -0.003 R -0.082 F 0.075][G loss: -0.047]
2362 [D loss: -0.005 R -0.084 F 0.073][G loss: -0.046]
2363 [D loss: -0.008 R -0.083 F 0.068][G loss: -0.044]
2364 [D loss: -0.012 R -0.079 F 0.054][G loss: -0.031]
2365 [D loss: -0.010 R -0.080 F 0.059][G loss: -0.034]
2366 [D loss: -0.006 R -0.088 F 0.075][G loss: -0.049]
2367 [D loss: -0.012 R -0.090 F 0.066][G loss: -0.051]
2368 [D loss: -0.005 R -0.078 F 0.068][G loss: -0.043]
2369 [D loss: -0.009 R -0.081 F 0.063][G loss: -0.038]
2370 [D loss: -0.007 R -0.076 F 0.061][G loss: -0.049]
2371 [D loss: -0.006 R -0.076 F 0.064][G loss: -0.037]
2372 [D loss: -0.012 R -0.079 F 0.056][G loss: -0.044]
2373 [D loss: -0.011 R -0.084 F 0.063][G loss: -0.041]
2374 [D loss: -0.007 R -0.084 F 0.070][G loss: -0.042]
2375 [D loss: -0.004 R -0.075 F 0.066][G loss: -0.041]
2376 [D loss: -0.005 R -0.070 F 0.059][G loss: -0.035]
2377 [D loss: -0.004 R -0.077 F 0.068][G loss: -0.036]
2378 [D loss: -0.004 R -0.071 F 0.063][G loss: -0.041]
2379 [D loss: -0.010 R -0.078 F 0.058][G loss: -0.046]
2380 [D loss: -0.008 R -0.079 F 0.062][G loss: -0.039]
2381 [D loss: -0.006 R -0.079 F 0.067][G loss: -0.043]
2382 [D loss: -0.006 R -0.082 F 0.069][G loss: -0.046]
2383 [D loss: -0.009 R -0.080 F 0.061][G loss: -0.042]
2384 [D loss: -0.010 R -0.089 F 0.069][G loss: -0.049]
2385 [D loss: -0.012 R -0.086 F 0.062][G loss: -0.048]
2386 [D loss: -0.009 R -0.086 F 0.068][G loss: -0.047]
2387 [D loss: -0.008 R -0.079 F 0.063][G loss: -0.042]
2388 [D loss: -0.010 R -0.085 F 0.066][G loss: -0.044]
2389 [D loss: -0.007 R -0.075 F 0.061][G loss: -0.039]
2390 [D loss: -0.006 R -0.076 F 0.064][G loss: -0.037]
2391 [D loss: -0.011 R -0.080 F 0.058][G loss: -0.037]
2392 [D loss: -0.008 R -0.068 F 0.052][G loss: -0.043]
2393 [D loss: -0.011 R -0.078 F 0.055][G loss: -0.036]
2394 [D loss: -0.007 R -0.073 F 0.059][G loss: -0.041]
2395 [D loss: -0.007 R -0.073 F 0.060][G loss: -0.038]
2396 [D loss: -0.006 R -0.067 F 0.055][G loss: -0.028]
2397 [D loss: -0.011 R -0.074 F 0.052][G loss: -0.031]
2398 [D loss: -0.009 R -0.074 F 0.057][G loss: -0.033]
2399 [D loss: -0.005 R -0.072 F 0.063][G loss: -0.037]
2400 [D loss: -0.008 R -0.076 F 0.059][G loss: -0.036]
2401 [D loss: -0.012 R -0.078 F 0.055][G loss: -0.035]
2402 [D loss: -0.009 R -0.079 F 0.061][G loss: -0.037]
2403 [D loss: -0.006 R -0.077 F 0.066][G loss: -0.039]
2404 [D loss: -0.007 R -0.080 F 0.066][G loss: -0.042]
2405 [D loss: -0.003 R -0.077 F 0.071][G loss: -0.042]
2406 [D loss: -0.005 R -0.075 F 0.066][G loss: -0.040]
2407 [D loss: -0.007 R -0.078 F 0.064][G loss: -0.043]
2408 [D loss: -0.010 R -0.086 F 0.065][G loss: -0.046]
2409 [D loss: -0.004 R -0.090 F 0.082][G loss: -0.050]
2410 [D loss: -0.005 R -0.094 F 0.084][G loss: -0.057]
2411 [D loss: -0.014 R -0.087 F 0.059][G loss: -0.041]
2412 [D loss: -0.009 R -0.086 F 0.069][G loss: -0.049]
2413 [D loss: -0.005 R -0.072 F 0.063][G loss: -0.040]
2414 [D loss: -0.004 R -0.065 F 0.058][G loss: -0.035]
2415 [D loss: -0.011 R -0.074 F 0.053][G loss: -0.034]
2416 [D loss: -0.012 R -0.078 F 0.053][G loss: -0.048]
2417 [D loss: -0.009 R -0.075 F 0.058][G loss: -0.034]
2418 [D loss: -0.006 R -0.068 F 0.056][G loss: -0.031]
2419 [D loss: -0.009 R -0.076 F 0.058][G loss: -0.038]
2420 [D loss: -0.004 R -0.072 F 0.064][G loss: -0.044]
2421 [D loss: -0.005 R -0.084 F 0.073][G loss: -0.048]
2422 [D loss: -0.003 R -0.074 F 0.067][G loss: -0.045]
2423 [D loss: -0.006 R -0.073 F 0.060][G loss: -0.037]
2424 [D loss: -0.011 R -0.079 F 0.056][G loss: -0.035]
2425 [D loss: -0.007 R -0.074 F 0.061][G loss: -0.037]
2426 [D loss: -0.006 R -0.078 F 0.067][G loss: -0.042]
2427 [D loss: -0.005 R -0.078 F 0.067][G loss: -0.043]
2428 [D loss: -0.013 R -0.085 F 0.059][G loss: -0.031]
2429 [D loss: -0.010 R -0.077 F 0.057][G loss: -0.038]
2430 [D loss: -0.010 R -0.076 F 0.057][G loss: -0.032]
2431 [D loss: -0.009 R -0.072 F 0.055][G loss: -0.041]
2432 [D loss: -0.005 R -0.071 F 0.062][G loss: -0.043]
2433 [D loss: -0.009 R -0.075 F 0.058][G loss: -0.037]
2434 [D loss: -0.011 R -0.082 F 0.060][G loss: -0.040]
2435 [D loss: -0.004 R -0.077 F 0.068][G loss: -0.043]
2436 [D loss: 0.000 R -0.065 F 0.065][G loss: -0.041]
2437 [D loss: -0.004 R -0.074 F 0.066][G loss: -0.041]
2438 [D loss: -0.007 R -0.078 F 0.063][G loss: -0.039]
2439 [D loss: -0.010 R -0.082 F 0.061][G loss: -0.041]
2440 [D loss: -0.005 R -0.070 F 0.060][G loss: -0.043]
2441 [D loss: -0.005 R -0.075 F 0.065][G loss: -0.036]
2442 [D loss: -0.006 R -0.075 F 0.064][G loss: -0.041]
2443 [D loss: -0.007 R -0.075 F 0.061][G loss: -0.037]
2444 [D loss: -0.005 R -0.075 F 0.066][G loss: -0.044]
2445 [D loss: -0.008 R -0.079 F 0.062][G loss: -0.039]
2446 [D loss: -0.007 R -0.075 F 0.061][G loss: -0.039]
2447 [D loss: -0.006 R -0.079 F 0.067][G loss: -0.041]
2448 [D loss: 0.000 R -0.069 F 0.070][G loss: -0.039]
2449 [D loss: -0.012 R -0.092 F 0.068][G loss: -0.053]
2450 [D loss: -0.003 R -0.080 F 0.074][G loss: -0.044]
2451 [D loss: -0.006 R -0.081 F 0.068][G loss: -0.042]
2452 [D loss: -0.011 R -0.083 F 0.062][G loss: -0.048]
2453 [D loss: -0.006 R -0.079 F 0.067][G loss: -0.047]
2454 [D loss: -0.008 R -0.079 F 0.063][G loss: -0.040]
2455 [D loss: -0.015 R -0.089 F 0.060][G loss: -0.041]
2456 [D loss: -0.005 R -0.074 F 0.064][G loss: -0.036]
2457 [D loss: -0.007 R -0.076 F 0.061][G loss: -0.035]
2458 [D loss: -0.011 R -0.086 F 0.064][G loss: -0.040]
2459 [D loss: -0.004 R -0.076 F 0.069][G loss: -0.038]
2460 [D loss: -0.008 R -0.077 F 0.062][G loss: -0.037]
2461 [D loss: -0.010 R -0.080 F 0.059][G loss: -0.038]
2462 [D loss: -0.009 R -0.077 F 0.060][G loss: -0.040]
2463 [D loss: -0.006 R -0.076 F 0.065][G loss: -0.038]
2464 [D loss: -0.005 R -0.071 F 0.060][G loss: -0.037]
2465 [D loss: -0.011 R -0.077 F 0.055][G loss: -0.036]
2466 [D loss: -0.010 R -0.081 F 0.060][G loss: -0.041]
2467 [D loss: -0.011 R -0.077 F 0.056][G loss: -0.041]
2468 [D loss: -0.003 R -0.078 F 0.073][G loss: -0.047]
2469 [D loss: -0.006 R -0.073 F 0.062][G loss: -0.043]
2470 [D loss: -0.011 R -0.081 F 0.060][G loss: -0.041]
2471 [D loss: -0.005 R -0.065 F 0.056][G loss: -0.035]
2472 [D loss: -0.009 R -0.073 F 0.055][G loss: -0.030]
2473 [D loss: -0.005 R -0.070 F 0.059][G loss: -0.035]
2474 [D loss: -0.011 R -0.080 F 0.059][G loss: -0.040]
2475 [D loss: -0.008 R -0.072 F 0.055][G loss: -0.043]
2476 [D loss: -0.003 R -0.079 F 0.073][G loss: -0.042]
2477 [D loss: -0.012 R -0.082 F 0.057][G loss: -0.040]
2478 [D loss: -0.009 R -0.079 F 0.061][G loss: -0.035]
2479 [D loss: -0.006 R -0.071 F 0.058][G loss: -0.040]
2480 [D loss: -0.008 R -0.072 F 0.056][G loss: -0.041]
2481 [D loss: -0.011 R -0.081 F 0.058][G loss: -0.046]
2482 [D loss: -0.003 R -0.078 F 0.072][G loss: -0.047]
2483 [D loss: -0.002 R -0.076 F 0.071][G loss: -0.043]
2484 [D loss: -0.007 R -0.073 F 0.060][G loss: -0.043]
2485 [D loss: -0.006 R -0.069 F 0.057][G loss: -0.035]
2486 [D loss: -0.006 R -0.071 F 0.058][G loss: -0.040]
2487 [D loss: -0.006 R -0.069 F 0.057][G loss: -0.027]
2488 [D loss: -0.006 R -0.069 F 0.057][G loss: -0.036]
2489 [D loss: -0.004 R -0.075 F 0.067][G loss: -0.040]
2490 [D loss: -0.007 R -0.073 F 0.059][G loss: -0.038]
2491 [D loss: -0.003 R -0.073 F 0.066][G loss: -0.037]
2492 [D loss: -0.012 R -0.092 F 0.068][G loss: -0.044]
2493 [D loss: -0.008 R -0.091 F 0.076][G loss: -0.050]
2494 [D loss: -0.007 R -0.098 F 0.085][G loss: -0.056]
2495 [D loss: -0.008 R -0.087 F 0.072][G loss: -0.044]
2496 [D loss: -0.004 R -0.085 F 0.076][G loss: -0.050]
2497 [D loss: -0.010 R -0.092 F 0.072][G loss: -0.055]
2498 [D loss: -0.007 R -0.087 F 0.073][G loss: -0.044]
2499 [D loss: -0.010 R -0.082 F 0.062][G loss: -0.048]
2500 [D loss: -0.009 R -0.086 F 0.069][G loss: -0.048]
2501 [D loss: -0.005 R -0.085 F 0.075][G loss: -0.048]
2502 [D loss: -0.010 R -0.092 F 0.072][G loss: -0.053]
2503 [D loss: -0.004 R -0.076 F 0.069][G loss: -0.036]
2504 [D loss: -0.008 R -0.073 F 0.057][G loss: -0.032]
2505 [D loss: -0.010 R -0.074 F 0.054][G loss: -0.031]
2506 [D loss: -0.007 R -0.064 F 0.051][G loss: -0.035]
2507 [D loss: -0.007 R -0.073 F 0.060][G loss: -0.037]
2508 [D loss: -0.005 R -0.064 F 0.053][G loss: -0.038]
2509 [D loss: -0.006 R -0.067 F 0.055][G loss: -0.038]
2510 [D loss: -0.005 R -0.065 F 0.055][G loss: -0.030]
2511 [D loss: -0.015 R -0.075 F 0.046][G loss: -0.032]
2512 [D loss: -0.007 R -0.071 F 0.057][G loss: -0.034]
2513 [D loss: -0.009 R -0.070 F 0.053][G loss: -0.037]
2514 [D loss: -0.012 R -0.078 F 0.055][G loss: -0.036]
2515 [D loss: -0.003 R -0.075 F 0.069][G loss: -0.040]
2516 [D loss: -0.003 R -0.077 F 0.071][G loss: -0.043]
2517 [D loss: -0.006 R -0.076 F 0.064][G loss: -0.041]
2518 [D loss: -0.008 R -0.080 F 0.063][G loss: -0.042]
2519 [D loss: -0.007 R -0.082 F 0.068][G loss: -0.049]
2520 [D loss: -0.007 R -0.082 F 0.067][G loss: -0.048]
2521 [D loss: -0.006 R -0.082 F 0.069][G loss: -0.044]
2522 [D loss: -0.005 R -0.076 F 0.067][G loss: -0.047]
2523 [D loss: -0.013 R -0.084 F 0.058][G loss: -0.042]
2524 [D loss: -0.008 R -0.075 F 0.059][G loss: -0.040]
2525 [D loss: -0.008 R -0.076 F 0.060][G loss: -0.035]
2526 [D loss: -0.006 R -0.077 F 0.064][G loss: -0.039]
2527 [D loss: -0.004 R -0.077 F 0.069][G loss: -0.048]
2528 [D loss: -0.006 R -0.078 F 0.066][G loss: -0.044]
2529 [D loss: -0.008 R -0.080 F 0.065][G loss: -0.044]
2530 [D loss: -0.007 R -0.080 F 0.065][G loss: -0.037]
2531 [D loss: -0.002 R -0.077 F 0.072][G loss: -0.042]
2532 [D loss: -0.005 R -0.071 F 0.062][G loss: -0.036]
2533 [D loss: -0.009 R -0.075 F 0.058][G loss: -0.039]
2534 [D loss: -0.008 R -0.075 F 0.059][G loss: -0.042]
2535 [D loss: -0.009 R -0.071 F 0.052][G loss: -0.037]
2536 [D loss: -0.005 R -0.077 F 0.067][G loss: -0.040]
2537 [D loss: -0.003 R -0.074 F 0.068][G loss: -0.035]
2538 [D loss: -0.007 R -0.067 F 0.054][G loss: -0.032]
2539 [D loss: -0.011 R -0.068 F 0.046][G loss: -0.038]
2540 [D loss: -0.008 R -0.067 F 0.051][G loss: -0.032]
2541 [D loss: -0.006 R -0.063 F 0.051][G loss: -0.030]
2542 [D loss: -0.010 R -0.066 F 0.047][G loss: -0.028]
2543 [D loss: -0.011 R -0.071 F 0.049][G loss: -0.035]
2544 [D loss: -0.007 R -0.065 F 0.051][G loss: -0.035]
2545 [D loss: -0.009 R -0.075 F 0.058][G loss: -0.042]
2546 [D loss: -0.013 R -0.078 F 0.051][G loss: -0.037]
2547 [D loss: -0.007 R -0.069 F 0.055][G loss: -0.030]
2548 [D loss: -0.009 R -0.073 F 0.055][G loss: -0.035]
2549 [D loss: -0.005 R -0.063 F 0.054][G loss: -0.037]
2550 [D loss: -0.008 R -0.070 F 0.054][G loss: -0.040]
2551 [D loss: -0.008 R -0.073 F 0.057][G loss: -0.036]
2552 [D loss: -0.005 R -0.072 F 0.061][G loss: -0.040]
2553 [D loss: -0.007 R -0.073 F 0.058][G loss: -0.040]
2554 [D loss: -0.008 R -0.071 F 0.055][G loss: -0.038]
2555 [D loss: -0.010 R -0.079 F 0.058][G loss: -0.035]
2556 [D loss: -0.008 R -0.078 F 0.062][G loss: -0.042]
2557 [D loss: -0.006 R -0.073 F 0.061][G loss: -0.040]
2558 [D loss: -0.008 R -0.077 F 0.060][G loss: -0.041]
2559 [D loss: -0.007 R -0.075 F 0.060][G loss: -0.038]
2560 [D loss: -0.009 R -0.079 F 0.061][G loss: -0.038]
2561 [D loss: -0.003 R -0.071 F 0.064][G loss: -0.036]
2562 [D loss: -0.011 R -0.087 F 0.064][G loss: -0.039]
2563 [D loss: -0.007 R -0.081 F 0.068][G loss: -0.043]
2564 [D loss: -0.010 R -0.080 F 0.061][G loss: -0.042]
2565 [D loss: -0.009 R -0.078 F 0.060][G loss: -0.040]
2566 [D loss: -0.008 R -0.080 F 0.064][G loss: -0.044]
2567 [D loss: -0.006 R -0.073 F 0.061][G loss: -0.037]
2568 [D loss: -0.007 R -0.072 F 0.057][G loss: -0.034]
2569 [D loss: -0.008 R -0.072 F 0.056][G loss: -0.033]
2570 [D loss: -0.010 R -0.082 F 0.062][G loss: -0.040]
2571 [D loss: -0.004 R -0.079 F 0.072][G loss: -0.044]
2572 [D loss: -0.008 R -0.080 F 0.065][G loss: -0.039]
2573 [D loss: -0.008 R -0.070 F 0.053][G loss: -0.033]
2574 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.034]
2575 [D loss: -0.004 R -0.062 F 0.054][G loss: -0.034]
2576 [D loss: -0.009 R -0.070 F 0.052][G loss: -0.030]
2577 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.037]
2578 [D loss: -0.012 R -0.071 F 0.047][G loss: -0.037]
2579 [D loss: -0.005 R -0.074 F 0.063][G loss: -0.041]
2580 [D loss: -0.008 R -0.072 F 0.056][G loss: -0.038]
2581 [D loss: -0.008 R -0.075 F 0.059][G loss: -0.034]
2582 [D loss: -0.010 R -0.076 F 0.055][G loss: -0.037]
2583 [D loss: -0.013 R -0.082 F 0.056][G loss: -0.037]
2584 [D loss: -0.004 R -0.077 F 0.068][G loss: -0.042]
2585 [D loss: -0.012 R -0.083 F 0.060][G loss: -0.041]
2586 [D loss: -0.011 R -0.087 F 0.065][G loss: -0.040]
2587 [D loss: -0.009 R -0.086 F 0.067][G loss: -0.043]
2588 [D loss: -0.010 R -0.093 F 0.074][G loss: -0.063]
2589 [D loss: -0.005 R -0.095 F 0.085][G loss: -0.060]
2590 [D loss: -0.009 R -0.088 F 0.069][G loss: -0.050]
2591 [D loss: -0.009 R -0.088 F 0.070][G loss: -0.042]
2592 [D loss: -0.005 R -0.078 F 0.067][G loss: -0.039]
2593 [D loss: -0.007 R -0.071 F 0.057][G loss: -0.036]
2594 [D loss: -0.003 R -0.063 F 0.057][G loss: -0.033]
2595 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.025]
2596 [D loss: -0.008 R -0.058 F 0.042][G loss: -0.020]
2597 [D loss: -0.008 R -0.061 F 0.045][G loss: -0.024]
2598 [D loss: -0.007 R -0.063 F 0.050][G loss: -0.027]
2599 [D loss: -0.006 R -0.061 F 0.048][G loss: -0.023]
2600 [D loss: -0.009 R -0.067 F 0.050][G loss: -0.034]
2601 [D loss: -0.004 R -0.069 F 0.060][G loss: -0.035]
2602 [D loss: -0.007 R -0.073 F 0.058][G loss: -0.034]
2603 [D loss: -0.008 R -0.072 F 0.057][G loss: -0.033]
2604 [D loss: -0.002 R -0.067 F 0.062][G loss: -0.039]
2605 [D loss: -0.005 R -0.073 F 0.062][G loss: -0.044]
2606 [D loss: -0.005 R -0.071 F 0.062][G loss: -0.045]
2607 [D loss: -0.003 R -0.070 F 0.064][G loss: -0.040]
2608 [D loss: -0.005 R -0.073 F 0.062][G loss: -0.040]
2609 [D loss: -0.007 R -0.068 F 0.055][G loss: -0.043]
2610 [D loss: -0.004 R -0.071 F 0.062][G loss: -0.041]
2611 [D loss: -0.009 R -0.072 F 0.055][G loss: -0.030]
2612 [D loss: -0.007 R -0.066 F 0.052][G loss: -0.034]
2613 [D loss: -0.006 R -0.069 F 0.057][G loss: -0.032]
2614 [D loss: -0.007 R -0.063 F 0.050][G loss: -0.025]
2615 [D loss: -0.009 R -0.065 F 0.048][G loss: -0.029]
2616 [D loss: -0.007 R -0.062 F 0.048][G loss: -0.034]
2617 [D loss: -0.008 R -0.069 F 0.052][G loss: -0.031]
2618 [D loss: -0.007 R -0.066 F 0.053][G loss: -0.034]
2619 [D loss: -0.009 R -0.066 F 0.047][G loss: -0.028]
2620 [D loss: -0.006 R -0.062 F 0.050][G loss: -0.030]
2621 [D loss: -0.009 R -0.065 F 0.047][G loss: -0.024]
2622 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.032]
2623 [D loss: -0.011 R -0.074 F 0.052][G loss: -0.035]
2624 [D loss: -0.014 R -0.085 F 0.058][G loss: -0.041]
2625 [D loss: -0.009 R -0.084 F 0.066][G loss: -0.044]
2626 [D loss: -0.008 R -0.076 F 0.060][G loss: -0.038]
2627 [D loss: -0.008 R -0.069 F 0.053][G loss: -0.030]
2628 [D loss: -0.005 R -0.066 F 0.055][G loss: -0.032]
2629 [D loss: -0.008 R -0.068 F 0.052][G loss: -0.034]
2630 [D loss: -0.005 R -0.068 F 0.059][G loss: -0.036]
2631 [D loss: -0.009 R -0.071 F 0.053][G loss: -0.035]
2632 [D loss: -0.009 R -0.071 F 0.054][G loss: -0.043]
2633 [D loss: -0.000 R -0.068 F 0.068][G loss: -0.041]
2634 [D loss: -0.006 R -0.070 F 0.057][G loss: -0.033]
2635 [D loss: -0.015 R -0.078 F 0.047][G loss: -0.043]
2636 [D loss: -0.009 R -0.080 F 0.063][G loss: -0.042]
2637 [D loss: -0.009 R -0.078 F 0.060][G loss: -0.047]
2638 [D loss: -0.012 R -0.084 F 0.060][G loss: -0.042]
2639 [D loss: -0.008 R -0.079 F 0.063][G loss: -0.039]
2640 [D loss: -0.007 R -0.076 F 0.062][G loss: -0.040]
2641 [D loss: -0.006 R -0.075 F 0.063][G loss: -0.040]
2642 [D loss: -0.009 R -0.072 F 0.055][G loss: -0.035]
2643 [D loss: -0.006 R -0.065 F 0.053][G loss: -0.032]
2644 [D loss: -0.007 R -0.064 F 0.049][G loss: -0.029]
2645 [D loss: -0.010 R -0.067 F 0.047][G loss: -0.027]
2646 [D loss: -0.013 R -0.069 F 0.042][G loss: -0.024]
2647 [D loss: -0.004 R -0.063 F 0.055][G loss: -0.032]
2648 [D loss: -0.003 R -0.061 F 0.054][G loss: -0.033]
2649 [D loss: -0.007 R -0.065 F 0.052][G loss: -0.035]
2650 [D loss: -0.009 R -0.064 F 0.047][G loss: -0.029]
2651 [D loss: -0.007 R -0.063 F 0.049][G loss: -0.031]
2652 [D loss: -0.009 R -0.077 F 0.060][G loss: -0.038]
2653 [D loss: -0.007 R -0.074 F 0.060][G loss: -0.040]
2654 [D loss: -0.010 R -0.079 F 0.058][G loss: -0.039]
2655 [D loss: -0.012 R -0.081 F 0.056][G loss: -0.040]
2656 [D loss: -0.007 R -0.082 F 0.068][G loss: -0.048]
2657 [D loss: -0.009 R -0.078 F 0.060][G loss: -0.044]
2658 [D loss: -0.007 R -0.080 F 0.067][G loss: -0.048]
2659 [D loss: -0.010 R -0.082 F 0.061][G loss: -0.041]
2660 [D loss: -0.007 R -0.077 F 0.063][G loss: -0.035]
2661 [D loss: -0.006 R -0.074 F 0.063][G loss: -0.036]
2662 [D loss: -0.009 R -0.074 F 0.056][G loss: -0.035]
2663 [D loss: -0.011 R -0.072 F 0.051][G loss: -0.034]
2664 [D loss: -0.011 R -0.070 F 0.049][G loss: -0.033]
2665 [D loss: -0.009 R -0.073 F 0.055][G loss: -0.036]
2666 [D loss: -0.008 R -0.081 F 0.064][G loss: -0.044]
2667 [D loss: -0.005 R -0.067 F 0.057][G loss: -0.040]
2668 [D loss: -0.008 R -0.077 F 0.060][G loss: -0.040]
2669 [D loss: -0.009 R -0.073 F 0.054][G loss: -0.039]
2670 [D loss: -0.010 R -0.074 F 0.054][G loss: -0.033]
2671 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.031]
2672 [D loss: -0.007 R -0.064 F 0.050][G loss: -0.028]
2673 [D loss: -0.005 R -0.057 F 0.048][G loss: -0.026]
2674 [D loss: -0.007 R -0.064 F 0.050][G loss: -0.028]
2675 [D loss: -0.008 R -0.065 F 0.050][G loss: -0.029]
2676 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.031]
2677 [D loss: -0.009 R -0.068 F 0.050][G loss: -0.032]
2678 [D loss: -0.012 R -0.067 F 0.042][G loss: -0.029]
2679 [D loss: -0.008 R -0.064 F 0.047][G loss: -0.027]
2680 [D loss: -0.009 R -0.073 F 0.054][G loss: -0.028]
2681 [D loss: -0.011 R -0.075 F 0.053][G loss: -0.041]
2682 [D loss: -0.008 R -0.076 F 0.061][G loss: -0.037]
2683 [D loss: -0.010 R -0.074 F 0.055][G loss: -0.036]
2684 [D loss: -0.007 R -0.079 F 0.065][G loss: -0.043]
2685 [D loss: -0.009 R -0.077 F 0.059][G loss: -0.044]
2686 [D loss: -0.011 R -0.074 F 0.052][G loss: -0.034]
2687 [D loss: -0.010 R -0.075 F 0.055][G loss: -0.027]
2688 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.032]
2689 [D loss: -0.004 R -0.057 F 0.049][G loss: -0.027]
2690 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.032]
2691 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.028]
2692 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.025]
2693 [D loss: -0.010 R -0.072 F 0.051][G loss: -0.032]
2694 [D loss: -0.008 R -0.075 F 0.060][G loss: -0.042]
2695 [D loss: -0.007 R -0.077 F 0.063][G loss: -0.041]
2696 [D loss: -0.006 R -0.070 F 0.058][G loss: -0.037]
2697 [D loss: -0.009 R -0.071 F 0.054][G loss: -0.039]
2698 [D loss: -0.005 R -0.069 F 0.058][G loss: -0.039]
2699 [D loss: -0.007 R -0.068 F 0.055][G loss: -0.033]
2700 [D loss: -0.009 R -0.068 F 0.050][G loss: -0.029]
2701 [D loss: -0.014 R -0.069 F 0.042][G loss: -0.034]
2702 [D loss: -0.004 R -0.061 F 0.053][G loss: -0.030]
2703 [D loss: -0.007 R -0.068 F 0.054][G loss: -0.028]
2704 [D loss: -0.008 R -0.065 F 0.049][G loss: -0.034]
2705 [D loss: -0.007 R -0.063 F 0.049][G loss: -0.029]
2706 [D loss: -0.012 R -0.071 F 0.048][G loss: -0.028]
2707 [D loss: -0.006 R -0.062 F 0.049][G loss: -0.033]
2708 [D loss: -0.006 R -0.063 F 0.051][G loss: -0.034]
2709 [D loss: -0.011 R -0.074 F 0.052][G loss: -0.036]
2710 [D loss: -0.009 R -0.070 F 0.053][G loss: -0.035]
2711 [D loss: -0.009 R -0.073 F 0.056][G loss: -0.033]
2712 [D loss: -0.005 R -0.069 F 0.059][G loss: -0.038]
2713 [D loss: -0.004 R -0.066 F 0.057][G loss: -0.039]
2714 [D loss: -0.006 R -0.068 F 0.056][G loss: -0.037]
2715 [D loss: -0.006 R -0.082 F 0.069][G loss: -0.040]
2716 [D loss: -0.008 R -0.075 F 0.060][G loss: -0.040]
2717 [D loss: -0.006 R -0.071 F 0.060][G loss: -0.039]
2718 [D loss: -0.008 R -0.073 F 0.056][G loss: -0.040]
2719 [D loss: -0.010 R -0.071 F 0.052][G loss: -0.032]
2720 [D loss: -0.008 R -0.074 F 0.059][G loss: -0.043]
2721 [D loss: -0.006 R -0.069 F 0.058][G loss: -0.036]
2722 [D loss: -0.010 R -0.073 F 0.053][G loss: -0.037]
2723 [D loss: -0.012 R -0.068 F 0.043][G loss: -0.030]
2724 [D loss: -0.007 R -0.066 F 0.051][G loss: -0.027]
2725 [D loss: -0.006 R -0.061 F 0.049][G loss: -0.031]
2726 [D loss: -0.004 R -0.062 F 0.054][G loss: -0.023]
2727 [D loss: -0.010 R -0.063 F 0.044][G loss: -0.026]
2728 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.034]
2729 [D loss: -0.009 R -0.067 F 0.048][G loss: -0.033]
2730 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.027]
2731 [D loss: -0.005 R -0.068 F 0.059][G loss: -0.032]
2732 [D loss: -0.007 R -0.065 F 0.050][G loss: -0.040]
2733 [D loss: -0.004 R -0.067 F 0.058][G loss: -0.039]
2734 [D loss: -0.011 R -0.068 F 0.047][G loss: -0.030]
2735 [D loss: -0.007 R -0.066 F 0.052][G loss: -0.034]
2736 [D loss: -0.009 R -0.072 F 0.053][G loss: -0.030]
2737 [D loss: -0.008 R -0.069 F 0.053][G loss: -0.036]
2738 [D loss: -0.012 R -0.076 F 0.053][G loss: -0.034]
2739 [D loss: -0.010 R -0.072 F 0.052][G loss: -0.031]
2740 [D loss: -0.009 R -0.075 F 0.057][G loss: -0.032]
2741 [D loss: -0.010 R -0.070 F 0.049][G loss: -0.037]
2742 [D loss: -0.013 R -0.072 F 0.046][G loss: -0.038]
2743 [D loss: -0.009 R -0.071 F 0.053][G loss: -0.035]
2744 [D loss: -0.008 R -0.070 F 0.053][G loss: -0.038]
2745 [D loss: -0.011 R -0.063 F 0.041][G loss: -0.029]
2746 [D loss: -0.006 R -0.060 F 0.047][G loss: -0.026]
2747 [D loss: -0.008 R -0.060 F 0.044][G loss: -0.025]
2748 [D loss: -0.009 R -0.069 F 0.050][G loss: -0.030]
2749 [D loss: -0.008 R -0.064 F 0.047][G loss: -0.030]
2750 [D loss: -0.005 R -0.058 F 0.048][G loss: -0.026]
2751 [D loss: -0.008 R -0.063 F 0.048][G loss: -0.029]
2752 [D loss: -0.006 R -0.062 F 0.050][G loss: -0.032]
2753 [D loss: -0.009 R -0.068 F 0.051][G loss: -0.036]
2754 [D loss: -0.005 R -0.063 F 0.054][G loss: -0.036]
2755 [D loss: -0.006 R -0.065 F 0.052][G loss: -0.038]
2756 [D loss: -0.007 R -0.072 F 0.058][G loss: -0.037]
2757 [D loss: -0.006 R -0.071 F 0.060][G loss: -0.035]
2758 [D loss: -0.007 R -0.069 F 0.055][G loss: -0.042]
2759 [D loss: -0.005 R -0.073 F 0.063][G loss: -0.037]
2760 [D loss: -0.007 R -0.066 F 0.052][G loss: -0.035]
2761 [D loss: -0.006 R -0.069 F 0.057][G loss: -0.032]
2762 [D loss: -0.007 R -0.065 F 0.050][G loss: -0.034]
2763 [D loss: -0.009 R -0.062 F 0.045][G loss: -0.024]
2764 [D loss: -0.005 R -0.057 F 0.046][G loss: -0.025]
2765 [D loss: -0.006 R -0.061 F 0.049][G loss: -0.026]
2766 [D loss: -0.003 R -0.054 F 0.047][G loss: -0.026]
2767 [D loss: -0.010 R -0.064 F 0.045][G loss: -0.026]
2768 [D loss: -0.003 R -0.059 F 0.053][G loss: -0.034]
2769 [D loss: -0.006 R -0.068 F 0.055][G loss: -0.035]
2770 [D loss: -0.012 R -0.065 F 0.041][G loss: -0.032]
2771 [D loss: -0.009 R -0.063 F 0.044][G loss: -0.030]
2772 [D loss: -0.008 R -0.055 F 0.040][G loss: -0.022]
2773 [D loss: -0.007 R -0.057 F 0.043][G loss: -0.027]
2774 [D loss: -0.009 R -0.058 F 0.040][G loss: -0.028]
2775 [D loss: -0.007 R -0.060 F 0.047][G loss: -0.025]
2776 [D loss: -0.011 R -0.063 F 0.041][G loss: -0.022]
2777 [D loss: -0.009 R -0.058 F 0.041][G loss: -0.025]
2778 [D loss: -0.004 R -0.056 F 0.048][G loss: -0.026]
2779 [D loss: -0.005 R -0.060 F 0.050][G loss: -0.027]
2780 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.023]
2781 [D loss: -0.006 R -0.057 F 0.046][G loss: -0.023]
2782 [D loss: -0.010 R -0.057 F 0.038][G loss: -0.023]
2783 [D loss: -0.009 R -0.062 F 0.043][G loss: -0.029]
2784 [D loss: -0.008 R -0.062 F 0.045][G loss: -0.029]
2785 [D loss: -0.008 R -0.070 F 0.053][G loss: -0.031]
2786 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.031]
2787 [D loss: -0.014 R -0.076 F 0.047][G loss: -0.035]
2788 [D loss: -0.008 R -0.073 F 0.056][G loss: -0.034]
2789 [D loss: -0.006 R -0.066 F 0.055][G loss: -0.035]
2790 [D loss: -0.005 R -0.065 F 0.055][G loss: -0.033]
2791 [D loss: -0.007 R -0.068 F 0.055][G loss: -0.034]
2792 [D loss: -0.007 R -0.076 F 0.063][G loss: -0.035]
2793 [D loss: -0.007 R -0.075 F 0.061][G loss: -0.033]
2794 [D loss: -0.006 R -0.071 F 0.059][G loss: -0.041]
2795 [D loss: -0.007 R -0.068 F 0.053][G loss: -0.043]
2796 [D loss: -0.006 R -0.063 F 0.052][G loss: -0.032]
2797 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.033]
2798 [D loss: -0.016 R -0.078 F 0.047][G loss: -0.033]
2799 [D loss: -0.005 R -0.074 F 0.065][G loss: -0.044]
2800 [D loss: -0.010 R -0.073 F 0.053][G loss: -0.036]
2801 [D loss: -0.009 R -0.071 F 0.052][G loss: -0.036]
2802 [D loss: -0.006 R -0.066 F 0.055][G loss: -0.034]
2803 [D loss: -0.009 R -0.066 F 0.048][G loss: -0.034]
2804 [D loss: -0.008 R -0.067 F 0.051][G loss: -0.033]
2805 [D loss: -0.006 R -0.064 F 0.052][G loss: -0.029]
2806 [D loss: -0.007 R -0.065 F 0.050][G loss: -0.031]
2807 [D loss: -0.008 R -0.063 F 0.048][G loss: -0.032]
2808 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.023]
2809 [D loss: -0.011 R -0.068 F 0.047][G loss: -0.030]
2810 [D loss: -0.002 R -0.060 F 0.055][G loss: -0.036]
2811 [D loss: -0.006 R -0.066 F 0.055][G loss: -0.032]
2812 [D loss: -0.003 R -0.064 F 0.057][G loss: -0.028]
2813 [D loss: -0.010 R -0.066 F 0.045][G loss: -0.030]
2814 [D loss: -0.006 R -0.065 F 0.053][G loss: -0.030]
2815 [D loss: -0.009 R -0.066 F 0.048][G loss: -0.032]
2816 [D loss: -0.005 R -0.057 F 0.048][G loss: -0.032]
2817 [D loss: -0.009 R -0.066 F 0.049][G loss: -0.034]
2818 [D loss: -0.007 R -0.063 F 0.049][G loss: -0.027]
2819 [D loss: -0.006 R -0.059 F 0.046][G loss: -0.023]
2820 [D loss: -0.005 R -0.058 F 0.049][G loss: -0.030]
2821 [D loss: -0.010 R -0.064 F 0.045][G loss: -0.029]
2822 [D loss: -0.008 R -0.065 F 0.049][G loss: -0.031]
2823 [D loss: -0.007 R -0.061 F 0.047][G loss: -0.028]
2824 [D loss: -0.011 R -0.069 F 0.048][G loss: -0.034]
2825 [D loss: -0.008 R -0.069 F 0.054][G loss: -0.036]
2826 [D loss: -0.006 R -0.073 F 0.060][G loss: -0.039]
2827 [D loss: -0.004 R -0.071 F 0.063][G loss: -0.039]
2828 [D loss: -0.006 R -0.077 F 0.065][G loss: -0.039]
2829 [D loss: -0.005 R -0.072 F 0.062][G loss: -0.041]
2830 [D loss: -0.010 R -0.076 F 0.056][G loss: -0.042]
2831 [D loss: -0.008 R -0.072 F 0.055][G loss: -0.038]
2832 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.030]
2833 [D loss: -0.005 R -0.060 F 0.050][G loss: -0.023]
2834 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.025]
2835 [D loss: -0.008 R -0.068 F 0.051][G loss: -0.027]
2836 [D loss: -0.011 R -0.059 F 0.037][G loss: -0.020]
2837 [D loss: -0.006 R -0.054 F 0.042][G loss: -0.022]
2838 [D loss: -0.003 R -0.051 F 0.044][G loss: -0.022]
2839 [D loss: -0.007 R -0.056 F 0.041][G loss: -0.025]
2840 [D loss: -0.005 R -0.060 F 0.050][G loss: -0.022]
2841 [D loss: -0.003 R -0.052 F 0.046][G loss: -0.022]
2842 [D loss: -0.010 R -0.058 F 0.038][G loss: -0.025]
2843 [D loss: -0.009 R -0.065 F 0.046][G loss: -0.030]
2844 [D loss: -0.014 R -0.073 F 0.046][G loss: -0.029]
2845 [D loss: -0.010 R -0.065 F 0.045][G loss: -0.031]
2846 [D loss: -0.008 R -0.062 F 0.046][G loss: -0.031]
2847 [D loss: -0.009 R -0.066 F 0.047][G loss: -0.030]
2848 [D loss: -0.003 R -0.058 F 0.052][G loss: -0.025]
2849 [D loss: -0.009 R -0.063 F 0.046][G loss: -0.028]
2850 [D loss: -0.006 R -0.054 F 0.041][G loss: -0.024]
2851 [D loss: -0.008 R -0.061 F 0.044][G loss: -0.027]
2852 [D loss: -0.008 R -0.057 F 0.042][G loss: -0.024]
2853 [D loss: -0.006 R -0.056 F 0.045][G loss: -0.028]
2854 [D loss: -0.011 R -0.057 F 0.035][G loss: -0.027]
2855 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.023]
2856 [D loss: -0.006 R -0.058 F 0.046][G loss: -0.026]
2857 [D loss: -0.011 R -0.067 F 0.046][G loss: -0.031]
2858 [D loss: -0.004 R -0.060 F 0.052][G loss: -0.030]
2859 [D loss: -0.011 R -0.066 F 0.044][G loss: -0.034]
2860 [D loss: -0.009 R -0.070 F 0.052][G loss: -0.035]
2861 [D loss: -0.004 R -0.070 F 0.062][G loss: -0.034]
2862 [D loss: -0.010 R -0.073 F 0.054][G loss: -0.034]
2863 [D loss: -0.008 R -0.070 F 0.054][G loss: -0.031]
2864 [D loss: -0.006 R -0.071 F 0.059][G loss: -0.037]
2865 [D loss: -0.012 R -0.084 F 0.060][G loss: -0.045]
2866 [D loss: -0.014 R -0.084 F 0.057][G loss: -0.048]
2867 [D loss: -0.007 R -0.073 F 0.058][G loss: -0.036]
2868 [D loss: -0.011 R -0.063 F 0.041][G loss: -0.024]
2869 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.029]
2870 [D loss: 0.000 R -0.063 F 0.064][G loss: -0.031]
2871 [D loss: -0.005 R -0.058 F 0.049][G loss: -0.029]
2872 [D loss: -0.005 R -0.061 F 0.050][G loss: -0.028]
2873 [D loss: -0.007 R -0.062 F 0.048][G loss: -0.033]
2874 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.028]
2875 [D loss: -0.007 R -0.065 F 0.052][G loss: -0.030]
2876 [D loss: -0.008 R -0.058 F 0.043][G loss: -0.029]
2877 [D loss: -0.009 R -0.064 F 0.045][G loss: -0.026]
2878 [D loss: -0.005 R -0.059 F 0.048][G loss: -0.027]
2879 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.025]
2880 [D loss: -0.005 R -0.051 F 0.042][G loss: -0.027]
2881 [D loss: -0.014 R -0.064 F 0.036][G loss: -0.024]
2882 [D loss: -0.005 R -0.056 F 0.045][G loss: -0.028]
2883 [D loss: -0.010 R -0.063 F 0.043][G loss: -0.026]
2884 [D loss: -0.005 R -0.059 F 0.049][G loss: -0.027]
2885 [D loss: -0.006 R -0.057 F 0.046][G loss: -0.026]
2886 [D loss: -0.007 R -0.056 F 0.041][G loss: -0.022]
2887 [D loss: -0.008 R -0.066 F 0.050][G loss: -0.031]
2888 [D loss: -0.008 R -0.074 F 0.057][G loss: -0.042]
2889 [D loss: -0.004 R -0.065 F 0.056][G loss: -0.034]
2890 [D loss: -0.004 R -0.062 F 0.055][G loss: -0.031]
2891 [D loss: -0.008 R -0.066 F 0.051][G loss: -0.029]
2892 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.037]
2893 [D loss: -0.001 R -0.058 F 0.055][G loss: -0.034]
2894 [D loss: -0.010 R -0.062 F 0.042][G loss: -0.030]
2895 [D loss: -0.007 R -0.061 F 0.046][G loss: -0.027]
2896 [D loss: -0.005 R -0.065 F 0.055][G loss: -0.032]
2897 [D loss: -0.005 R -0.064 F 0.054][G loss: -0.028]
2898 [D loss: -0.009 R -0.066 F 0.047][G loss: -0.034]
2899 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.029]
2900 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.029]
2901 [D loss: -0.007 R -0.059 F 0.046][G loss: -0.031]
2902 [D loss: -0.010 R -0.067 F 0.047][G loss: -0.029]
2903 [D loss: -0.009 R -0.066 F 0.048][G loss: -0.033]
2904 [D loss: -0.006 R -0.066 F 0.054][G loss: -0.029]
2905 [D loss: -0.008 R -0.060 F 0.044][G loss: -0.024]
2906 [D loss: -0.005 R -0.058 F 0.048][G loss: -0.029]
2907 [D loss: -0.013 R -0.071 F 0.046][G loss: -0.027]
2908 [D loss: -0.008 R -0.066 F 0.051][G loss: -0.030]
2909 [D loss: -0.010 R -0.071 F 0.050][G loss: -0.030]
2910 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.030]
2911 [D loss: -0.009 R -0.058 F 0.041][G loss: -0.026]
2912 [D loss: -0.007 R -0.058 F 0.045][G loss: -0.026]
2913 [D loss: -0.010 R -0.058 F 0.039][G loss: -0.028]
2914 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.026]
2915 [D loss: -0.013 R -0.063 F 0.037][G loss: -0.020]
2916 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.025]
2917 [D loss: -0.007 R -0.056 F 0.041][G loss: -0.027]
2918 [D loss: -0.009 R -0.054 F 0.036][G loss: -0.020]
2919 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.016]
2920 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.020]
2921 [D loss: -0.004 R -0.055 F 0.047][G loss: -0.028]
2922 [D loss: -0.009 R -0.061 F 0.043][G loss: -0.024]
2923 [D loss: -0.008 R -0.061 F 0.045][G loss: -0.034]
2924 [D loss: -0.008 R -0.069 F 0.052][G loss: -0.036]
2925 [D loss: -0.005 R -0.067 F 0.057][G loss: -0.032]
2926 [D loss: -0.009 R -0.067 F 0.049][G loss: -0.033]
2927 [D loss: -0.008 R -0.068 F 0.053][G loss: -0.029]
2928 [D loss: -0.013 R -0.072 F 0.046][G loss: -0.035]
2929 [D loss: -0.007 R -0.070 F 0.056][G loss: -0.039]
2930 [D loss: -0.009 R -0.078 F 0.061][G loss: -0.042]
2931 [D loss: -0.009 R -0.079 F 0.060][G loss: -0.043]
2932 [D loss: -0.009 R -0.077 F 0.060][G loss: -0.036]
2933 [D loss: -0.014 R -0.076 F 0.047][G loss: -0.044]
2934 [D loss: -0.007 R -0.076 F 0.062][G loss: -0.032]
2935 [D loss: -0.005 R -0.065 F 0.054][G loss: -0.030]
2936 [D loss: -0.007 R -0.060 F 0.046][G loss: -0.026]
2937 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.024]
2938 [D loss: -0.010 R -0.065 F 0.045][G loss: -0.022]
2939 [D loss: -0.009 R -0.062 F 0.044][G loss: -0.024]
2940 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.029]
2941 [D loss: -0.005 R -0.069 F 0.058][G loss: -0.030]
2942 [D loss: -0.008 R -0.062 F 0.046][G loss: -0.030]
2943 [D loss: -0.005 R -0.054 F 0.044][G loss: -0.023]
2944 [D loss: -0.009 R -0.055 F 0.037][G loss: -0.023]
2945 [D loss: -0.011 R -0.059 F 0.037][G loss: -0.022]
2946 [D loss: -0.009 R -0.062 F 0.044][G loss: -0.021]
2947 [D loss: -0.007 R -0.060 F 0.045][G loss: -0.028]
2948 [D loss: -0.003 R -0.052 F 0.045][G loss: -0.028]
2949 [D loss: -0.009 R -0.052 F 0.035][G loss: -0.022]
2950 [D loss: -0.012 R -0.057 F 0.034][G loss: -0.016]
2951 [D loss: -0.011 R -0.060 F 0.039][G loss: -0.022]
2952 [D loss: -0.006 R -0.055 F 0.044][G loss: -0.025]
2953 [D loss: -0.005 R -0.055 F 0.046][G loss: -0.027]
2954 [D loss: -0.007 R -0.066 F 0.051][G loss: -0.027]
2955 [D loss: -0.014 R -0.079 F 0.051][G loss: -0.037]
2956 [D loss: -0.006 R -0.072 F 0.060][G loss: -0.036]
2957 [D loss: -0.008 R -0.071 F 0.054][G loss: -0.036]
2958 [D loss: -0.002 R -0.060 F 0.055][G loss: -0.035]
2959 [D loss: -0.007 R -0.060 F 0.047][G loss: -0.025]
2960 [D loss: -0.009 R -0.067 F 0.049][G loss: -0.030]
2961 [D loss: -0.008 R -0.067 F 0.051][G loss: -0.029]
2962 [D loss: -0.008 R -0.072 F 0.056][G loss: -0.039]
2963 [D loss: -0.005 R -0.069 F 0.059][G loss: -0.038]
2964 [D loss: -0.007 R -0.068 F 0.054][G loss: -0.036]
2965 [D loss: -0.015 R -0.074 F 0.043][G loss: -0.028]
2966 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.037]
2967 [D loss: -0.013 R -0.066 F 0.039][G loss: -0.027]
2968 [D loss: -0.002 R -0.055 F 0.052][G loss: -0.030]
2969 [D loss: -0.009 R -0.058 F 0.039][G loss: -0.035]
2970 [D loss: -0.003 R -0.061 F 0.054][G loss: -0.038]
2971 [D loss: -0.011 R -0.068 F 0.046][G loss: -0.028]
2972 [D loss: -0.013 R -0.072 F 0.046][G loss: -0.031]
2973 [D loss: -0.008 R -0.075 F 0.059][G loss: -0.034]
2974 [D loss: -0.003 R -0.066 F 0.061][G loss: -0.036]
2975 [D loss: -0.005 R -0.062 F 0.053][G loss: -0.033]
2976 [D loss: -0.007 R -0.069 F 0.055][G loss: -0.036]
2977 [D loss: -0.005 R -0.064 F 0.055][G loss: -0.030]
2978 [D loss: -0.007 R -0.058 F 0.045][G loss: -0.021]
2979 [D loss: -0.006 R -0.063 F 0.050][G loss: -0.027]
2980 [D loss: -0.007 R -0.061 F 0.046][G loss: -0.030]
2981 [D loss: -0.005 R -0.056 F 0.045][G loss: -0.024]
2982 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.031]
2983 [D loss: -0.005 R -0.063 F 0.053][G loss: -0.030]
2984 [D loss: -0.007 R -0.059 F 0.046][G loss: -0.023]
2985 [D loss: -0.006 R -0.059 F 0.047][G loss: -0.029]
2986 [D loss: -0.006 R -0.058 F 0.045][G loss: -0.027]
2987 [D loss: -0.005 R -0.051 F 0.042][G loss: -0.029]
2988 [D loss: -0.010 R -0.061 F 0.042][G loss: -0.027]
2989 [D loss: -0.009 R -0.058 F 0.040][G loss: -0.021]
2990 [D loss: -0.008 R -0.058 F 0.042][G loss: -0.027]
2991 [D loss: -0.008 R -0.061 F 0.045][G loss: -0.030]
2992 [D loss: -0.006 R -0.061 F 0.048][G loss: -0.030]
2993 [D loss: -0.003 R -0.060 F 0.053][G loss: -0.029]
2994 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.022]
2995 [D loss: -0.001 R -0.056 F 0.054][G loss: -0.023]
2996 [D loss: -0.008 R -0.057 F 0.042][G loss: -0.021]
2997 [D loss: -0.011 R -0.068 F 0.047][G loss: -0.031]
2998 [D loss: -0.008 R -0.063 F 0.048][G loss: -0.043]
2999 [D loss: -0.006 R -0.066 F 0.054][G loss: -0.041]
3000 [D loss: -0.008 R -0.073 F 0.057][G loss: -0.039]
3001 [D loss: -0.009 R -0.076 F 0.059][G loss: -0.039]
3002 [D loss: -0.014 R -0.077 F 0.049][G loss: -0.041]
3003 [D loss: -0.008 R -0.073 F 0.057][G loss: -0.035]
3004 [D loss: -0.010 R -0.069 F 0.049][G loss: -0.032]
3005 [D loss: -0.003 R -0.065 F 0.059][G loss: -0.036]
3006 [D loss: -0.012 R -0.068 F 0.043][G loss: -0.027]
3007 [D loss: -0.006 R -0.061 F 0.049][G loss: -0.025]
3008 [D loss: -0.006 R -0.057 F 0.044][G loss: -0.025]
3009 [D loss: -0.008 R -0.059 F 0.043][G loss: -0.020]
3010 [D loss: -0.008 R -0.056 F 0.041][G loss: -0.020]
3011 [D loss: -0.004 R -0.050 F 0.041][G loss: -0.021]
3012 [D loss: -0.006 R -0.058 F 0.047][G loss: -0.020]
3013 [D loss: -0.001 R -0.052 F 0.050][G loss: -0.027]
3014 [D loss: -0.010 R -0.064 F 0.045][G loss: -0.027]
3015 [D loss: -0.007 R -0.057 F 0.043][G loss: -0.028]
3016 [D loss: -0.009 R -0.066 F 0.048][G loss: -0.029]
3017 [D loss: -0.011 R -0.066 F 0.045][G loss: -0.026]
3018 [D loss: -0.006 R -0.061 F 0.048][G loss: -0.029]
3019 [D loss: -0.008 R -0.060 F 0.043][G loss: -0.026]
3020 [D loss: -0.007 R -0.055 F 0.042][G loss: -0.021]
3021 [D loss: -0.008 R -0.059 F 0.044][G loss: -0.023]
3022 [D loss: -0.008 R -0.056 F 0.039][G loss: -0.027]
3023 [D loss: -0.013 R -0.062 F 0.037][G loss: -0.025]
3024 [D loss: -0.005 R -0.058 F 0.047][G loss: -0.031]
3025 [D loss: -0.007 R -0.062 F 0.049][G loss: -0.025]
3026 [D loss: -0.006 R -0.051 F 0.040][G loss: -0.025]
3027 [D loss: -0.001 R -0.049 F 0.048][G loss: -0.026]
3028 [D loss: -0.003 R -0.047 F 0.042][G loss: -0.024]
3029 [D loss: -0.006 R -0.056 F 0.045][G loss: -0.027]
3030 [D loss: -0.006 R -0.054 F 0.042][G loss: -0.026]
3031 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.026]
3032 [D loss: -0.011 R -0.062 F 0.040][G loss: -0.027]
3033 [D loss: -0.012 R -0.071 F 0.046][G loss: -0.024]
3034 [D loss: -0.006 R -0.057 F 0.045][G loss: -0.031]
3035 [D loss: -0.004 R -0.057 F 0.049][G loss: -0.027]
3036 [D loss: -0.007 R -0.062 F 0.048][G loss: -0.029]
3037 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.031]
3038 [D loss: -0.003 R -0.060 F 0.055][G loss: -0.034]
3039 [D loss: -0.001 R -0.062 F 0.060][G loss: -0.034]
3040 [D loss: -0.010 R -0.072 F 0.052][G loss: -0.035]
3041 [D loss: -0.007 R -0.070 F 0.056][G loss: -0.036]
3042 [D loss: -0.009 R -0.071 F 0.052][G loss: -0.033]
3043 [D loss: -0.012 R -0.069 F 0.045][G loss: -0.030]
3044 [D loss: -0.001 R -0.053 F 0.052][G loss: -0.028]
3045 [D loss: -0.008 R -0.067 F 0.051][G loss: -0.030]
3046 [D loss: -0.011 R -0.063 F 0.041][G loss: -0.021]
3047 [D loss: -0.011 R -0.059 F 0.038][G loss: -0.024]
3048 [D loss: -0.006 R -0.053 F 0.042][G loss: -0.021]
3049 [D loss: -0.006 R -0.055 F 0.042][G loss: -0.021]
3050 [D loss: -0.007 R -0.053 F 0.039][G loss: -0.022]
3051 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.022]
3052 [D loss: -0.007 R -0.061 F 0.048][G loss: -0.021]
3053 [D loss: -0.007 R -0.050 F 0.037][G loss: -0.022]
3054 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.018]
3055 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.023]
3056 [D loss: -0.007 R -0.062 F 0.048][G loss: -0.028]
3057 [D loss: -0.005 R -0.057 F 0.048][G loss: -0.028]
3058 [D loss: -0.007 R -0.060 F 0.046][G loss: -0.031]
3059 [D loss: -0.005 R -0.060 F 0.050][G loss: -0.030]
3060 [D loss: -0.008 R -0.064 F 0.047][G loss: -0.026]
3061 [D loss: -0.009 R -0.060 F 0.043][G loss: -0.027]
3062 [D loss: -0.009 R -0.065 F 0.047][G loss: -0.032]
3063 [D loss: -0.006 R -0.072 F 0.059][G loss: -0.033]
3064 [D loss: -0.004 R -0.061 F 0.053][G loss: -0.035]
3065 [D loss: -0.005 R -0.061 F 0.051][G loss: -0.028]
3066 [D loss: -0.007 R -0.052 F 0.039][G loss: -0.025]
3067 [D loss: -0.010 R -0.065 F 0.044][G loss: -0.018]
3068 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.019]
3069 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.023]
3070 [D loss: -0.013 R -0.055 F 0.029][G loss: -0.024]
3071 [D loss: -0.007 R -0.056 F 0.043][G loss: -0.024]
3072 [D loss: -0.007 R -0.060 F 0.045][G loss: -0.024]
3073 [D loss: -0.007 R -0.055 F 0.041][G loss: -0.021]
3074 [D loss: -0.005 R -0.056 F 0.045][G loss: -0.030]
3075 [D loss: -0.012 R -0.064 F 0.040][G loss: -0.021]
3076 [D loss: -0.005 R -0.060 F 0.049][G loss: -0.029]
3077 [D loss: -0.008 R -0.060 F 0.044][G loss: -0.033]
3078 [D loss: -0.008 R -0.058 F 0.042][G loss: -0.024]
3079 [D loss: -0.009 R -0.060 F 0.042][G loss: -0.025]
3080 [D loss: -0.011 R -0.068 F 0.046][G loss: -0.032]
3081 [D loss: -0.010 R -0.061 F 0.042][G loss: -0.030]
3082 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.026]
3083 [D loss: -0.007 R -0.055 F 0.040][G loss: -0.024]
3084 [D loss: -0.008 R -0.053 F 0.038][G loss: -0.020]
3085 [D loss: -0.005 R -0.054 F 0.044][G loss: -0.024]
3086 [D loss: -0.010 R -0.064 F 0.045][G loss: -0.028]
3087 [D loss: -0.005 R -0.064 F 0.055][G loss: -0.034]
3088 [D loss: -0.007 R -0.063 F 0.049][G loss: -0.026]
3089 [D loss: -0.008 R -0.057 F 0.041][G loss: -0.023]
3090 [D loss: -0.003 R -0.056 F 0.050][G loss: -0.021]
3091 [D loss: -0.008 R -0.056 F 0.041][G loss: -0.028]
3092 [D loss: 0.002 R -0.048 F 0.052][G loss: -0.027]
3093 [D loss: -0.010 R -0.063 F 0.042][G loss: -0.025]
3094 [D loss: -0.012 R -0.064 F 0.041][G loss: -0.026]
3095 [D loss: -0.007 R -0.060 F 0.046][G loss: -0.027]
3096 [D loss: -0.009 R -0.058 F 0.041][G loss: -0.027]
3097 [D loss: -0.007 R -0.060 F 0.045][G loss: -0.025]
3098 [D loss: -0.007 R -0.053 F 0.039][G loss: -0.024]
3099 [D loss: -0.005 R -0.055 F 0.044][G loss: -0.024]
3100 [D loss: -0.005 R -0.054 F 0.045][G loss: -0.026]
3101 [D loss: -0.004 R -0.053 F 0.046][G loss: -0.024]
3102 [D loss: -0.007 R -0.057 F 0.044][G loss: -0.027]
3103 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.022]
3104 [D loss: -0.005 R -0.052 F 0.043][G loss: -0.018]
3105 [D loss: -0.008 R -0.053 F 0.038][G loss: -0.022]
3106 [D loss: -0.005 R -0.053 F 0.042][G loss: -0.021]
3107 [D loss: -0.010 R -0.062 F 0.042][G loss: -0.025]
3108 [D loss: -0.003 R -0.056 F 0.050][G loss: -0.028]
3109 [D loss: -0.009 R -0.057 F 0.039][G loss: -0.025]
3110 [D loss: -0.012 R -0.057 F 0.033][G loss: -0.024]
3111 [D loss: -0.006 R -0.055 F 0.044][G loss: -0.023]
3112 [D loss: -0.013 R -0.059 F 0.033][G loss: -0.022]
3113 [D loss: -0.006 R -0.061 F 0.049][G loss: -0.031]
3114 [D loss: -0.008 R -0.059 F 0.043][G loss: -0.024]
3115 [D loss: -0.006 R -0.056 F 0.045][G loss: -0.025]
3116 [D loss: -0.011 R -0.059 F 0.037][G loss: -0.022]
3117 [D loss: -0.008 R -0.057 F 0.041][G loss: -0.028]
3118 [D loss: -0.005 R -0.054 F 0.045][G loss: -0.020]
3119 [D loss: -0.005 R -0.053 F 0.044][G loss: -0.028]
3120 [D loss: -0.008 R -0.064 F 0.048][G loss: -0.029]
3121 [D loss: -0.007 R -0.063 F 0.050][G loss: -0.030]
3122 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.034]
3123 [D loss: 0.001 R -0.051 F 0.053][G loss: -0.040]
3124 [D loss: -0.005 R -0.069 F 0.058][G loss: -0.037]
3125 [D loss: -0.003 R -0.061 F 0.056][G loss: -0.039]
3126 [D loss: -0.009 R -0.067 F 0.049][G loss: -0.035]
3127 [D loss: -0.009 R -0.064 F 0.046][G loss: -0.030]
3128 [D loss: -0.008 R -0.065 F 0.049][G loss: -0.029]
3129 [D loss: -0.009 R -0.052 F 0.034][G loss: -0.019]
3130 [D loss: -0.011 R -0.054 F 0.033][G loss: -0.019]
3131 [D loss: -0.010 R -0.055 F 0.034][G loss: -0.026]
3132 [D loss: -0.011 R -0.061 F 0.038][G loss: -0.020]
3133 [D loss: -0.005 R -0.051 F 0.041][G loss: -0.018]
3134 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.021]
3135 [D loss: -0.007 R -0.049 F 0.034][G loss: -0.016]
3136 [D loss: -0.010 R -0.053 F 0.033][G loss: -0.017]
3137 [D loss: -0.009 R -0.055 F 0.037][G loss: -0.019]
3138 [D loss: -0.003 R -0.050 F 0.043][G loss: -0.015]
3139 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.017]
3140 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.025]
3141 [D loss: -0.015 R -0.059 F 0.029][G loss: -0.022]
3142 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.018]
3143 [D loss: -0.011 R -0.062 F 0.039][G loss: -0.025]
3144 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.029]
3145 [D loss: -0.006 R -0.060 F 0.047][G loss: -0.027]
3146 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.029]
3147 [D loss: -0.007 R -0.061 F 0.046][G loss: -0.028]
3148 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.023]
3149 [D loss: -0.008 R -0.057 F 0.042][G loss: -0.024]
3150 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.022]
3151 [D loss: -0.009 R -0.062 F 0.044][G loss: -0.026]
3152 [D loss: -0.004 R -0.056 F 0.048][G loss: -0.031]
3153 [D loss: -0.004 R -0.057 F 0.049][G loss: -0.025]
3154 [D loss: -0.006 R -0.055 F 0.042][G loss: -0.027]
3155 [D loss: -0.005 R -0.057 F 0.046][G loss: -0.024]
3156 [D loss: -0.009 R -0.061 F 0.042][G loss: -0.028]
3157 [D loss: -0.007 R -0.062 F 0.049][G loss: -0.031]
3158 [D loss: -0.003 R -0.059 F 0.053][G loss: -0.027]
3159 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.032]
3160 [D loss: -0.005 R -0.061 F 0.051][G loss: -0.038]
3161 [D loss: -0.008 R -0.063 F 0.048][G loss: -0.027]
3162 [D loss: -0.007 R -0.056 F 0.043][G loss: -0.022]
3163 [D loss: -0.005 R -0.054 F 0.044][G loss: -0.022]
3164 [D loss: -0.012 R -0.067 F 0.043][G loss: -0.023]
3165 [D loss: -0.008 R -0.056 F 0.039][G loss: -0.025]
3166 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.022]
3167 [D loss: -0.008 R -0.052 F 0.036][G loss: -0.024]
3168 [D loss: -0.008 R -0.060 F 0.044][G loss: -0.031]
3169 [D loss: -0.005 R -0.058 F 0.049][G loss: -0.029]
3170 [D loss: -0.009 R -0.061 F 0.043][G loss: -0.030]
3171 [D loss: -0.010 R -0.069 F 0.050][G loss: -0.029]
3172 [D loss: -0.009 R -0.065 F 0.047][G loss: -0.027]
3173 [D loss: -0.008 R -0.063 F 0.047][G loss: -0.029]
3174 [D loss: -0.012 R -0.065 F 0.041][G loss: -0.032]
3175 [D loss: -0.004 R -0.052 F 0.043][G loss: -0.028]
3176 [D loss: -0.004 R -0.054 F 0.046][G loss: -0.029]
3177 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.022]
3178 [D loss: -0.009 R -0.057 F 0.039][G loss: -0.019]
3179 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.025]
3180 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.025]
3181 [D loss: -0.009 R -0.056 F 0.039][G loss: -0.022]
3182 [D loss: -0.007 R -0.054 F 0.041][G loss: -0.017]
3183 [D loss: -0.009 R -0.056 F 0.038][G loss: -0.021]
3184 [D loss: -0.003 R -0.058 F 0.053][G loss: -0.028]
3185 [D loss: -0.008 R -0.063 F 0.046][G loss: -0.032]
3186 [D loss: -0.008 R -0.064 F 0.047][G loss: -0.023]
3187 [D loss: -0.006 R -0.055 F 0.043][G loss: -0.027]
3188 [D loss: -0.010 R -0.061 F 0.041][G loss: -0.031]
3189 [D loss: -0.009 R -0.065 F 0.047][G loss: -0.036]
3190 [D loss: -0.005 R -0.057 F 0.046][G loss: -0.034]
3191 [D loss: -0.010 R -0.065 F 0.045][G loss: -0.024]
3192 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.021]
3193 [D loss: -0.007 R -0.057 F 0.044][G loss: -0.023]
3194 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.020]
3195 [D loss: -0.014 R -0.062 F 0.035][G loss: -0.027]
3196 [D loss: -0.007 R -0.052 F 0.037][G loss: -0.027]
3197 [D loss: -0.005 R -0.047 F 0.037][G loss: -0.024]
3198 [D loss: -0.015 R -0.061 F 0.031][G loss: -0.020]
3199 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.020]
3200 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.010]
3201 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.024]
3202 [D loss: -0.006 R -0.055 F 0.043][G loss: -0.029]
3203 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.022]
3204 [D loss: -0.010 R -0.055 F 0.036][G loss: -0.021]
3205 [D loss: -0.009 R -0.059 F 0.042][G loss: -0.024]
3206 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.023]
3207 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.018]
3208 [D loss: -0.009 R -0.055 F 0.036][G loss: -0.021]
3209 [D loss: -0.007 R -0.056 F 0.042][G loss: -0.024]
3210 [D loss: -0.003 R -0.056 F 0.050][G loss: -0.030]
3211 [D loss: -0.008 R -0.074 F 0.057][G loss: -0.037]
3212 [D loss: -0.008 R -0.065 F 0.049][G loss: -0.033]
3213 [D loss: -0.012 R -0.069 F 0.044][G loss: -0.033]
3214 [D loss: -0.011 R -0.067 F 0.045][G loss: -0.031]
3215 [D loss: -0.008 R -0.057 F 0.042][G loss: -0.024]
3216 [D loss: -0.005 R -0.056 F 0.047][G loss: -0.027]
3217 [D loss: -0.006 R -0.054 F 0.043][G loss: -0.023]
3218 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.023]
3219 [D loss: -0.005 R -0.053 F 0.043][G loss: -0.022]
3220 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.018]
3221 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.019]
3222 [D loss: -0.008 R -0.054 F 0.039][G loss: -0.019]
3223 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.021]
3224 [D loss: -0.005 R -0.054 F 0.043][G loss: -0.024]
3225 [D loss: -0.009 R -0.055 F 0.037][G loss: -0.023]
3226 [D loss: -0.006 R -0.059 F 0.047][G loss: -0.026]
3227 [D loss: -0.004 R -0.050 F 0.042][G loss: -0.024]
3228 [D loss: -0.008 R -0.056 F 0.041][G loss: -0.029]
3229 [D loss: -0.006 R -0.058 F 0.046][G loss: -0.025]
3230 [D loss: -0.007 R -0.057 F 0.042][G loss: -0.030]
3231 [D loss: -0.009 R -0.060 F 0.043][G loss: -0.028]
3232 [D loss: -0.009 R -0.057 F 0.039][G loss: -0.028]
3233 [D loss: -0.006 R -0.058 F 0.045][G loss: -0.028]
3234 [D loss: -0.006 R -0.059 F 0.047][G loss: -0.025]
3235 [D loss: -0.006 R -0.059 F 0.046][G loss: -0.032]
3236 [D loss: -0.010 R -0.061 F 0.040][G loss: -0.027]
3237 [D loss: -0.006 R -0.052 F 0.039][G loss: -0.018]
3238 [D loss: -0.003 R -0.048 F 0.041][G loss: -0.020]
3239 [D loss: -0.010 R -0.055 F 0.035][G loss: -0.018]
3240 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.015]
3241 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.021]
3242 [D loss: -0.007 R -0.052 F 0.037][G loss: -0.024]
3243 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.030]
3244 [D loss: -0.011 R -0.065 F 0.044][G loss: -0.024]
3245 [D loss: -0.006 R -0.051 F 0.040][G loss: -0.028]
3246 [D loss: -0.007 R -0.057 F 0.044][G loss: -0.028]
3247 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.030]
3248 [D loss: -0.008 R -0.058 F 0.042][G loss: -0.031]
3249 [D loss: -0.006 R -0.065 F 0.053][G loss: -0.035]
3250 [D loss: -0.010 R -0.069 F 0.048][G loss: -0.031]
3251 [D loss: -0.008 R -0.071 F 0.055][G loss: -0.037]
3252 [D loss: -0.010 R -0.066 F 0.046][G loss: -0.031]
3253 [D loss: -0.005 R -0.059 F 0.050][G loss: -0.027]
3254 [D loss: -0.008 R -0.061 F 0.045][G loss: -0.026]
3255 [D loss: -0.008 R -0.058 F 0.042][G loss: -0.026]
3256 [D loss: -0.010 R -0.055 F 0.036][G loss: -0.023]
3257 [D loss: -0.004 R -0.048 F 0.039][G loss: -0.022]
3258 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.018]
3259 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.017]
3260 [D loss: -0.007 R -0.057 F 0.042][G loss: -0.023]
3261 [D loss: -0.005 R -0.054 F 0.044][G loss: -0.025]
3262 [D loss: -0.005 R -0.054 F 0.043][G loss: -0.026]
3263 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.025]
3264 [D loss: -0.004 R -0.055 F 0.046][G loss: -0.024]
3265 [D loss: -0.005 R -0.052 F 0.043][G loss: -0.026]
3266 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.022]
3267 [D loss: -0.010 R -0.055 F 0.034][G loss: -0.022]
3268 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.016]
3269 [D loss: -0.008 R -0.050 F 0.033][G loss: -0.017]
3270 [D loss: -0.007 R -0.050 F 0.037][G loss: -0.019]
3271 [D loss: -0.009 R -0.051 F 0.033][G loss: -0.022]
3272 [D loss: -0.006 R -0.049 F 0.038][G loss: -0.023]
3273 [D loss: -0.003 R -0.054 F 0.047][G loss: -0.026]
3274 [D loss: -0.009 R -0.061 F 0.043][G loss: -0.022]
3275 [D loss: -0.007 R -0.056 F 0.041][G loss: -0.025]
3276 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.023]
3277 [D loss: -0.006 R -0.060 F 0.049][G loss: -0.032]
3278 [D loss: -0.003 R -0.056 F 0.049][G loss: -0.029]
3279 [D loss: -0.003 R -0.051 F 0.045][G loss: -0.020]
3280 [D loss: -0.008 R -0.060 F 0.045][G loss: -0.027]
3281 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.020]
3282 [D loss: -0.003 R -0.049 F 0.043][G loss: -0.023]
3283 [D loss: -0.003 R -0.049 F 0.043][G loss: -0.024]
3284 [D loss: -0.006 R -0.055 F 0.043][G loss: -0.025]
3285 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.023]
3286 [D loss: -0.006 R -0.053 F 0.042][G loss: -0.021]
3287 [D loss: -0.009 R -0.058 F 0.041][G loss: -0.025]
3288 [D loss: -0.005 R -0.058 F 0.049][G loss: -0.030]
3289 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.029]
3290 [D loss: -0.010 R -0.063 F 0.042][G loss: -0.027]
3291 [D loss: -0.007 R -0.059 F 0.046][G loss: -0.031]
3292 [D loss: -0.009 R -0.066 F 0.047][G loss: -0.037]
3293 [D loss: -0.006 R -0.056 F 0.043][G loss: -0.033]
3294 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.028]
3295 [D loss: -0.006 R -0.057 F 0.045][G loss: -0.026]
3296 [D loss: -0.007 R -0.055 F 0.041][G loss: -0.024]
3297 [D loss: -0.004 R -0.048 F 0.041][G loss: -0.021]
3298 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.018]
3299 [D loss: -0.009 R -0.053 F 0.036][G loss: -0.023]
3300 [D loss: -0.004 R -0.053 F 0.045][G loss: -0.027]
3301 [D loss: -0.006 R -0.050 F 0.039][G loss: -0.017]
3302 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.021]
3303 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.022]
3304 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.019]
3305 [D loss: -0.008 R -0.054 F 0.037][G loss: -0.018]
3306 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.020]
3307 [D loss: -0.005 R -0.047 F 0.037][G loss: -0.018]
3308 [D loss: -0.006 R -0.048 F 0.037][G loss: -0.018]
3309 [D loss: -0.004 R -0.046 F 0.037][G loss: -0.018]
3310 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.014]
3311 [D loss: -0.009 R -0.044 F 0.025][G loss: -0.016]
3312 [D loss: -0.011 R -0.052 F 0.029][G loss: -0.016]
3313 [D loss: -0.006 R -0.047 F 0.034][G loss: -0.020]
3314 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.022]
3315 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.025]
3316 [D loss: -0.004 R -0.056 F 0.049][G loss: -0.029]
3317 [D loss: -0.008 R -0.056 F 0.039][G loss: -0.025]
3318 [D loss: -0.006 R -0.058 F 0.046][G loss: -0.029]
3319 [D loss: -0.008 R -0.065 F 0.049][G loss: -0.029]
3320 [D loss: -0.003 R -0.056 F 0.049][G loss: -0.029]
3321 [D loss: -0.004 R -0.061 F 0.052][G loss: -0.028]
3322 [D loss: -0.008 R -0.061 F 0.045][G loss: -0.023]
3323 [D loss: -0.007 R -0.052 F 0.037][G loss: -0.025]
3324 [D loss: -0.006 R -0.060 F 0.047][G loss: -0.030]
3325 [D loss: -0.007 R -0.058 F 0.043][G loss: -0.029]
3326 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.026]
3327 [D loss: -0.005 R -0.054 F 0.044][G loss: -0.025]
3328 [D loss: -0.007 R -0.055 F 0.040][G loss: -0.030]
3329 [D loss: -0.008 R -0.058 F 0.043][G loss: -0.028]
3330 [D loss: -0.008 R -0.056 F 0.039][G loss: -0.025]
3331 [D loss: -0.011 R -0.056 F 0.034][G loss: -0.023]
3332 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.026]
3333 [D loss: -0.004 R -0.051 F 0.042][G loss: -0.019]
3334 [D loss: -0.005 R -0.045 F 0.034][G loss: -0.023]
3335 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.021]
3336 [D loss: -0.005 R -0.047 F 0.037][G loss: -0.019]
3337 [D loss: -0.006 R -0.053 F 0.040][G loss: -0.017]
3338 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.013]
3339 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.013]
3340 [D loss: -0.009 R -0.056 F 0.037][G loss: -0.019]
3341 [D loss: -0.009 R -0.060 F 0.042][G loss: -0.026]
3342 [D loss: -0.008 R -0.063 F 0.047][G loss: -0.031]
3343 [D loss: -0.006 R -0.060 F 0.048][G loss: -0.028]
3344 [D loss: -0.010 R -0.063 F 0.044][G loss: -0.033]
3345 [D loss: -0.006 R -0.056 F 0.044][G loss: -0.025]
3346 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.021]
3347 [D loss: -0.005 R -0.051 F 0.041][G loss: -0.025]
3348 [D loss: -0.008 R -0.051 F 0.036][G loss: -0.016]
3349 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.021]
3350 [D loss: -0.006 R -0.054 F 0.042][G loss: -0.023]
3351 [D loss: -0.002 R -0.051 F 0.046][G loss: -0.028]
3352 [D loss: -0.001 R -0.045 F 0.043][G loss: -0.022]
3353 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.011]
3354 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.017]
3355 [D loss: -0.006 R -0.054 F 0.042][G loss: -0.025]
3356 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.023]
3357 [D loss: -0.005 R -0.057 F 0.047][G loss: -0.026]
3358 [D loss: -0.008 R -0.057 F 0.042][G loss: -0.025]
3359 [D loss: -0.011 R -0.057 F 0.036][G loss: -0.026]
3360 [D loss: -0.003 R -0.055 F 0.048][G loss: -0.028]
3361 [D loss: -0.003 R -0.053 F 0.047][G loss: -0.030]
3362 [D loss: -0.007 R -0.052 F 0.039][G loss: -0.025]
3363 [D loss: -0.009 R -0.057 F 0.040][G loss: -0.021]
3364 [D loss: -0.011 R -0.059 F 0.038][G loss: -0.020]
3365 [D loss: -0.001 R -0.048 F 0.047][G loss: -0.027]
3366 [D loss: -0.004 R -0.049 F 0.041][G loss: -0.029]
3367 [D loss: -0.008 R -0.055 F 0.040][G loss: -0.024]
3368 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.015]
3369 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.018]
3370 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.027]
3371 [D loss: -0.006 R -0.055 F 0.043][G loss: -0.025]
3372 [D loss: -0.013 R -0.060 F 0.033][G loss: -0.026]
3373 [D loss: -0.006 R -0.052 F 0.041][G loss: -0.026]
3374 [D loss: -0.010 R -0.053 F 0.033][G loss: -0.022]
3375 [D loss: -0.008 R -0.048 F 0.031][G loss: -0.015]
3376 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.014]
3377 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.010]
3378 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.013]
3379 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.021]
3380 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.023]
3381 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.017]
3382 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.021]
3383 [D loss: -0.012 R -0.058 F 0.035][G loss: -0.021]
3384 [D loss: -0.005 R -0.056 F 0.046][G loss: -0.029]
3385 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.031]
3386 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.029]
3387 [D loss: -0.005 R -0.052 F 0.041][G loss: -0.029]
3388 [D loss: -0.004 R -0.050 F 0.042][G loss: -0.019]
3389 [D loss: -0.009 R -0.052 F 0.033][G loss: -0.015]
3390 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.016]
3391 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.018]
3392 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.018]
3393 [D loss: -0.006 R -0.048 F 0.035][G loss: -0.018]
3394 [D loss: -0.010 R -0.056 F 0.036][G loss: -0.019]
3395 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.025]
3396 [D loss: -0.009 R -0.056 F 0.038][G loss: -0.030]
3397 [D loss: -0.007 R -0.064 F 0.050][G loss: -0.032]
3398 [D loss: -0.008 R -0.065 F 0.050][G loss: -0.030]
3399 [D loss: -0.007 R -0.057 F 0.043][G loss: -0.025]
3400 [D loss: -0.008 R -0.066 F 0.051][G loss: -0.036]
3401 [D loss: -0.002 R -0.065 F 0.060][G loss: -0.035]
3402 [D loss: -0.006 R -0.059 F 0.047][G loss: -0.029]
3403 [D loss: -0.008 R -0.063 F 0.047][G loss: -0.027]
3404 [D loss: -0.009 R -0.059 F 0.041][G loss: -0.025]
3405 [D loss: -0.010 R -0.056 F 0.037][G loss: -0.018]
3406 [D loss: -0.005 R -0.055 F 0.044][G loss: -0.028]
3407 [D loss: -0.006 R -0.058 F 0.046][G loss: -0.025]
3408 [D loss: -0.010 R -0.055 F 0.035][G loss: -0.020]
3409 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.023]
3410 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.022]
3411 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.015]
3412 [D loss: -0.006 R -0.047 F 0.034][G loss: -0.016]
3413 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.014]
3414 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.017]
3415 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.021]
3416 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.022]
3417 [D loss: -0.002 R -0.051 F 0.046][G loss: -0.022]
3418 [D loss: -0.008 R -0.051 F 0.035][G loss: -0.018]
3419 [D loss: -0.009 R -0.052 F 0.035][G loss: -0.018]
3420 [D loss: -0.009 R -0.059 F 0.042][G loss: -0.024]
3421 [D loss: -0.004 R -0.053 F 0.045][G loss: -0.033]
3422 [D loss: -0.013 R -0.065 F 0.040][G loss: -0.025]
3423 [D loss: -0.009 R -0.060 F 0.043][G loss: -0.029]
3424 [D loss: -0.010 R -0.059 F 0.040][G loss: -0.028]
3425 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.025]
3426 [D loss: -0.007 R -0.055 F 0.040][G loss: -0.024]
3427 [D loss: -0.011 R -0.056 F 0.035][G loss: -0.024]
3428 [D loss: -0.004 R -0.057 F 0.049][G loss: -0.025]
3429 [D loss: -0.010 R -0.059 F 0.040][G loss: -0.029]
3430 [D loss: -0.003 R -0.050 F 0.043][G loss: -0.025]
3431 [D loss: -0.003 R -0.053 F 0.046][G loss: -0.020]
3432 [D loss: -0.011 R -0.054 F 0.033][G loss: -0.019]
3433 [D loss: -0.003 R -0.053 F 0.047][G loss: -0.028]
3434 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.025]
3435 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.023]
3436 [D loss: -0.004 R -0.055 F 0.046][G loss: -0.026]
3437 [D loss: -0.011 R -0.056 F 0.034][G loss: -0.019]
3438 [D loss: -0.005 R -0.049 F 0.039][G loss: -0.025]
3439 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.026]
3440 [D loss: -0.007 R -0.054 F 0.041][G loss: -0.028]
3441 [D loss: -0.002 R -0.053 F 0.048][G loss: -0.022]
3442 [D loss: -0.012 R -0.058 F 0.034][G loss: -0.016]
3443 [D loss: -0.004 R -0.050 F 0.042][G loss: -0.023]
3444 [D loss: -0.012 R -0.057 F 0.034][G loss: -0.022]
3445 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.020]
3446 [D loss: -0.005 R -0.056 F 0.046][G loss: -0.024]
3447 [D loss: -0.005 R -0.053 F 0.044][G loss: -0.018]
3448 [D loss: -0.005 R -0.052 F 0.041][G loss: -0.026]
3449 [D loss: -0.008 R -0.052 F 0.036][G loss: -0.024]
3450 [D loss: -0.008 R -0.052 F 0.035][G loss: -0.031]
3451 [D loss: -0.010 R -0.055 F 0.036][G loss: -0.026]
3452 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.018]
3453 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.022]
3454 [D loss: -0.010 R -0.056 F 0.035][G loss: -0.018]
3455 [D loss: -0.008 R -0.060 F 0.045][G loss: -0.027]
3456 [D loss: -0.009 R -0.057 F 0.040][G loss: -0.030]
3457 [D loss: -0.007 R -0.056 F 0.043][G loss: -0.022]
3458 [D loss: -0.003 R -0.045 F 0.040][G loss: -0.025]
3459 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.028]
3460 [D loss: -0.007 R -0.051 F 0.036][G loss: -0.026]
3461 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.027]
3462 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.017]
3463 [D loss: -0.009 R -0.049 F 0.030][G loss: -0.016]
3464 [D loss: -0.008 R -0.054 F 0.039][G loss: -0.023]
3465 [D loss: -0.009 R -0.061 F 0.042][G loss: -0.026]
3466 [D loss: -0.012 R -0.059 F 0.035][G loss: -0.024]
3467 [D loss: -0.006 R -0.057 F 0.044][G loss: -0.023]
3468 [D loss: -0.008 R -0.059 F 0.044][G loss: -0.027]
3469 [D loss: -0.004 R -0.051 F 0.042][G loss: -0.020]
3470 [D loss: -0.008 R -0.056 F 0.039][G loss: -0.021]
3471 [D loss: -0.013 R -0.061 F 0.035][G loss: -0.024]
3472 [D loss: -0.012 R -0.062 F 0.039][G loss: -0.032]
3473 [D loss: -0.003 R -0.051 F 0.045][G loss: -0.026]
3474 [D loss: -0.005 R -0.050 F 0.039][G loss: -0.021]
3475 [D loss: -0.007 R -0.051 F 0.036][G loss: -0.022]
3476 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.020]
3477 [D loss: -0.004 R -0.050 F 0.043][G loss: -0.021]
3478 [D loss: -0.010 R -0.048 F 0.029][G loss: -0.017]
3479 [D loss: -0.004 R -0.047 F 0.040][G loss: -0.020]
3480 [D loss: -0.005 R -0.051 F 0.040][G loss: -0.026]
3481 [D loss: -0.008 R -0.057 F 0.040][G loss: -0.027]
3482 [D loss: -0.008 R -0.059 F 0.043][G loss: -0.022]
3483 [D loss: -0.007 R -0.055 F 0.040][G loss: -0.021]
3484 [D loss: -0.003 R -0.054 F 0.048][G loss: -0.024]
3485 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.025]
3486 [D loss: -0.007 R -0.062 F 0.049][G loss: -0.027]
3487 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.026]
3488 [D loss: -0.008 R -0.053 F 0.036][G loss: -0.025]
3489 [D loss: -0.006 R -0.052 F 0.039][G loss: -0.018]
3490 [D loss: -0.011 R -0.058 F 0.035][G loss: -0.021]
3491 [D loss: -0.012 R -0.053 F 0.029][G loss: -0.021]
3492 [D loss: -0.011 R -0.059 F 0.037][G loss: -0.028]
3493 [D loss: -0.006 R -0.058 F 0.047][G loss: -0.026]
3494 [D loss: -0.007 R -0.058 F 0.044][G loss: -0.023]
3495 [D loss: -0.009 R -0.056 F 0.039][G loss: -0.025]
3496 [D loss: -0.011 R -0.060 F 0.038][G loss: -0.027]
3497 [D loss: -0.007 R -0.059 F 0.045][G loss: -0.029]
3498 [D loss: -0.007 R -0.053 F 0.039][G loss: -0.027]
3499 [D loss: -0.011 R -0.056 F 0.034][G loss: -0.023]
3500 [D loss: -0.006 R -0.050 F 0.039][G loss: -0.025]
3501 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.023]
3502 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.024]
3503 [D loss: -0.004 R -0.050 F 0.041][G loss: -0.018]
3504 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.018]
3505 [D loss: -0.008 R -0.058 F 0.041][G loss: -0.023]
3506 [D loss: -0.007 R -0.052 F 0.039][G loss: -0.020]
3507 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.022]
3508 [D loss: -0.002 R -0.051 F 0.047][G loss: -0.023]
3509 [D loss: -0.005 R -0.052 F 0.041][G loss: -0.028]
3510 [D loss: -0.005 R -0.051 F 0.041][G loss: -0.023]
3511 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.020]
3512 [D loss: -0.007 R -0.053 F 0.039][G loss: -0.022]
3513 [D loss: -0.002 R -0.053 F 0.048][G loss: -0.027]
3514 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.023]
3515 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.022]
3516 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.021]
3517 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.026]
3518 [D loss: -0.006 R -0.051 F 0.040][G loss: -0.029]
3519 [D loss: -0.007 R -0.053 F 0.038][G loss: -0.021]
3520 [D loss: -0.005 R -0.051 F 0.040][G loss: -0.023]
3521 [D loss: -0.005 R -0.054 F 0.043][G loss: -0.022]
3522 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.020]
3523 [D loss: -0.005 R -0.052 F 0.042][G loss: -0.021]
3524 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.024]
3525 [D loss: -0.004 R -0.050 F 0.042][G loss: -0.025]
3526 [D loss: -0.001 R -0.045 F 0.043][G loss: -0.022]
3527 [D loss: -0.009 R -0.056 F 0.038][G loss: -0.024]
3528 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.029]
3529 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.021]
3530 [D loss: -0.009 R -0.055 F 0.037][G loss: -0.024]
3531 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.022]
3532 [D loss: -0.006 R -0.051 F 0.038][G loss: -0.022]
3533 [D loss: -0.009 R -0.057 F 0.040][G loss: -0.023]
3534 [D loss: -0.009 R -0.055 F 0.038][G loss: -0.020]
3535 [D loss: -0.008 R -0.057 F 0.041][G loss: -0.021]
3536 [D loss: -0.009 R -0.052 F 0.034][G loss: -0.018]
3537 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.014]
3538 [D loss: -0.007 R -0.049 F 0.035][G loss: -0.018]
3539 [D loss: -0.002 R -0.043 F 0.038][G loss: -0.016]
3540 [D loss: -0.004 R -0.045 F 0.036][G loss: -0.021]
3541 [D loss: -0.002 R -0.040 F 0.035][G loss: -0.020]
3542 [D loss: -0.004 R -0.042 F 0.035][G loss: -0.018]
3543 [D loss: -0.008 R -0.044 F 0.027][G loss: -0.015]
3544 [D loss: -0.008 R -0.047 F 0.030][G loss: -0.019]
3545 [D loss: -0.007 R -0.054 F 0.040][G loss: -0.020]
3546 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.022]
3547 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.022]
3548 [D loss: -0.002 R -0.046 F 0.041][G loss: -0.018]
3549 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.024]
3550 [D loss: -0.010 R -0.054 F 0.034][G loss: -0.028]
3551 [D loss: -0.009 R -0.058 F 0.040][G loss: -0.030]
3552 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.022]
3553 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.015]
3554 [D loss: -0.005 R -0.044 F 0.035][G loss: -0.020]
3555 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.019]
3556 [D loss: -0.008 R -0.054 F 0.038][G loss: -0.024]
3557 [D loss: -0.004 R -0.050 F 0.042][G loss: -0.024]
3558 [D loss: -0.011 R -0.049 F 0.028][G loss: -0.012]
3559 [D loss: -0.005 R -0.051 F 0.040][G loss: -0.022]
3560 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.018]
3561 [D loss: -0.005 R -0.047 F 0.037][G loss: -0.024]
3562 [D loss: -0.008 R -0.047 F 0.032][G loss: -0.020]
3563 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.022]
3564 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.016]
3565 [D loss: -0.007 R -0.053 F 0.039][G loss: -0.014]
3566 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.019]
3567 [D loss: -0.008 R -0.059 F 0.043][G loss: -0.026]
3568 [D loss: -0.008 R -0.054 F 0.037][G loss: -0.020]
3569 [D loss: -0.010 R -0.054 F 0.034][G loss: -0.026]
3570 [D loss: 0.001 R -0.058 F 0.061][G loss: -0.035]
3571 [D loss: -0.004 R -0.063 F 0.054][G loss: -0.032]
3572 [D loss: -0.006 R -0.056 F 0.045][G loss: -0.026]
3573 [D loss: -0.010 R -0.060 F 0.040][G loss: -0.025]
3574 [D loss: -0.007 R -0.053 F 0.038][G loss: -0.026]
3575 [D loss: -0.008 R -0.052 F 0.037][G loss: -0.023]
3576 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.019]
3577 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.013]
3578 [D loss: -0.008 R -0.049 F 0.032][G loss: -0.017]
3579 [D loss: -0.005 R -0.045 F 0.036][G loss: -0.016]
3580 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.019]
3581 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.018]
3582 [D loss: -0.013 R -0.055 F 0.030][G loss: -0.020]
3583 [D loss: -0.009 R -0.051 F 0.034][G loss: -0.025]
3584 [D loss: -0.007 R -0.054 F 0.039][G loss: -0.027]
3585 [D loss: -0.011 R -0.057 F 0.035][G loss: -0.030]
3586 [D loss: -0.009 R -0.057 F 0.038][G loss: -0.021]
3587 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.021]
3588 [D loss: -0.014 R -0.056 F 0.029][G loss: -0.015]
3589 [D loss: -0.008 R -0.055 F 0.039][G loss: -0.023]
3590 [D loss: -0.009 R -0.055 F 0.038][G loss: -0.023]
3591 [D loss: -0.008 R -0.051 F 0.036][G loss: -0.022]
3592 [D loss: -0.002 R -0.041 F 0.037][G loss: -0.018]
3593 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.022]
3594 [D loss: -0.010 R -0.053 F 0.034][G loss: -0.024]
3595 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.026]
3596 [D loss: -0.005 R -0.052 F 0.042][G loss: -0.027]
3597 [D loss: -0.005 R -0.055 F 0.046][G loss: -0.027]
3598 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.030]
3599 [D loss: -0.012 R -0.057 F 0.033][G loss: -0.026]
3600 [D loss: -0.005 R -0.049 F 0.038][G loss: -0.019]
3601 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.020]
3602 [D loss: -0.008 R -0.054 F 0.038][G loss: -0.021]
3603 [D loss: -0.011 R -0.055 F 0.032][G loss: -0.018]
3604 [D loss: -0.005 R -0.052 F 0.043][G loss: -0.024]
3605 [D loss: -0.006 R -0.051 F 0.038][G loss: -0.019]
3606 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.015]
3607 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.024]
3608 [D loss: -0.002 R -0.046 F 0.042][G loss: -0.027]
3609 [D loss: -0.004 R -0.054 F 0.047][G loss: -0.027]
3610 [D loss: -0.009 R -0.058 F 0.041][G loss: -0.026]
3611 [D loss: -0.008 R -0.059 F 0.043][G loss: -0.028]
3612 [D loss: -0.005 R -0.055 F 0.045][G loss: -0.025]
3613 [D loss: -0.003 R -0.052 F 0.046][G loss: -0.032]
3614 [D loss: -0.003 R -0.046 F 0.041][G loss: -0.022]
3615 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.018]
3616 [D loss: -0.010 R -0.047 F 0.027][G loss: -0.016]
3617 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.020]
3618 [D loss: -0.003 R -0.042 F 0.037][G loss: -0.019]
3619 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.019]
3620 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.018]
3621 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.019]
3622 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.023]
3623 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.023]
3624 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.012]
3625 [D loss: -0.011 R -0.047 F 0.025][G loss: -0.006]
3626 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.012]
3627 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.013]
3628 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.017]
3629 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.016]
3630 [D loss: -0.010 R -0.048 F 0.028][G loss: -0.012]
3631 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.022]
3632 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.025]
3633 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.023]
3634 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.019]
3635 [D loss: -0.008 R -0.051 F 0.035][G loss: -0.026]
3636 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.026]
3637 [D loss: -0.004 R -0.050 F 0.041][G loss: -0.026]
3638 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.024]
3639 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.024]
3640 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.021]
3641 [D loss: -0.008 R -0.051 F 0.036][G loss: -0.021]
3642 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.014]
3643 [D loss: -0.007 R -0.049 F 0.035][G loss: -0.020]
3644 [D loss: -0.008 R -0.052 F 0.035][G loss: -0.018]
3645 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.022]
3646 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.021]
3647 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.024]
3648 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.017]
3649 [D loss: -0.005 R -0.049 F 0.038][G loss: -0.024]
3650 [D loss: -0.009 R -0.054 F 0.037][G loss: -0.028]
3651 [D loss: -0.006 R -0.061 F 0.048][G loss: -0.027]
3652 [D loss: -0.005 R -0.055 F 0.045][G loss: -0.025]
3653 [D loss: -0.004 R -0.052 F 0.045][G loss: -0.028]
3654 [D loss: -0.007 R -0.051 F 0.038][G loss: -0.024]
3655 [D loss: -0.003 R -0.042 F 0.036][G loss: -0.020]
3656 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.018]
3657 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.015]
3658 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.018]
3659 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.022]
3660 [D loss: -0.003 R -0.045 F 0.040][G loss: -0.020]
3661 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.019]
3662 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.015]
3663 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.011]
3664 [D loss: -0.007 R -0.046 F 0.033][G loss: -0.019]
3665 [D loss: -0.010 R -0.050 F 0.031][G loss: -0.019]
3666 [D loss: -0.004 R -0.050 F 0.043][G loss: -0.024]
3667 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.024]
3668 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.024]
3669 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.024]
3670 [D loss: -0.002 R -0.042 F 0.037][G loss: -0.013]
3671 [D loss: -0.005 R -0.050 F 0.039][G loss: -0.020]
3672 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.019]
3673 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.014]
3674 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.013]
3675 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.016]
3676 [D loss: -0.003 R -0.039 F 0.034][G loss: -0.015]
3677 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.010]
3678 [D loss: -0.006 R -0.036 F 0.025][G loss: -0.015]
3679 [D loss: -0.009 R -0.038 F 0.021][G loss: -0.015]
3680 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.014]
3681 [D loss: -0.003 R -0.035 F 0.030][G loss: -0.017]
3682 [D loss: -0.011 R -0.059 F 0.036][G loss: -0.021]
3683 [D loss: -0.005 R -0.051 F 0.041][G loss: -0.025]
3684 [D loss: -0.010 R -0.068 F 0.048][G loss: -0.030]
3685 [D loss: -0.005 R -0.059 F 0.049][G loss: -0.030]
3686 [D loss: -0.004 R -0.055 F 0.046][G loss: -0.030]
3687 [D loss: -0.008 R -0.053 F 0.037][G loss: -0.023]
3688 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.024]
3689 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.017]
3690 [D loss: -0.009 R -0.052 F 0.033][G loss: -0.019]
3691 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.018]
3692 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.022]
3693 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.021]
3694 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.015]
3695 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.013]
3696 [D loss: -0.010 R -0.047 F 0.028][G loss: -0.014]
3697 [D loss: -0.006 R -0.037 F 0.026][G loss: -0.013]
3698 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.015]
3699 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.016]
3700 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.015]
3701 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.012]
3702 [D loss: -0.010 R -0.042 F 0.022][G loss: -0.011]
3703 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.011]
3704 [D loss: -0.008 R -0.041 F 0.026][G loss: -0.014]
3705 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.015]
3706 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.019]
3707 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.021]
3708 [D loss: -0.007 R -0.054 F 0.039][G loss: -0.028]
3709 [D loss: -0.013 R -0.061 F 0.034][G loss: -0.023]
3710 [D loss: -0.005 R -0.057 F 0.047][G loss: -0.026]
3711 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.027]
3712 [D loss: -0.009 R -0.053 F 0.036][G loss: -0.026]
3713 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.024]
3714 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.018]
3715 [D loss: -0.010 R -0.049 F 0.030][G loss: -0.016]
3716 [D loss: -0.009 R -0.047 F 0.028][G loss: -0.020]
3717 [D loss: -0.003 R -0.044 F 0.037][G loss: -0.022]
3718 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.015]
3719 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.014]
3720 [D loss: -0.010 R -0.045 F 0.024][G loss: -0.010]
3721 [D loss: -0.009 R -0.040 F 0.023][G loss: -0.015]
3722 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.019]
3723 [D loss: -0.004 R -0.039 F 0.032][G loss: -0.020]
3724 [D loss: -0.003 R -0.040 F 0.033][G loss: -0.013]
3725 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.013]
3726 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.010]
3727 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.014]
3728 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.016]
3729 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.021]
3730 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.015]
3731 [D loss: -0.012 R -0.053 F 0.029][G loss: -0.018]
3732 [D loss: -0.005 R -0.049 F 0.039][G loss: -0.021]
3733 [D loss: -0.008 R -0.052 F 0.037][G loss: -0.020]
3734 [D loss: -0.004 R -0.050 F 0.041][G loss: -0.030]
3735 [D loss: -0.007 R -0.050 F 0.037][G loss: -0.023]
3736 [D loss: -0.011 R -0.053 F 0.032][G loss: -0.017]
3737 [D loss: -0.012 R -0.054 F 0.030][G loss: -0.020]
3738 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.021]
3739 [D loss: -0.005 R -0.048 F 0.039][G loss: -0.024]
3740 [D loss: -0.007 R -0.050 F 0.037][G loss: -0.022]
3741 [D loss: -0.005 R -0.049 F 0.039][G loss: -0.020]
3742 [D loss: -0.003 R -0.042 F 0.035][G loss: -0.018]
3743 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.019]
3744 [D loss: -0.014 R -0.048 F 0.021][G loss: -0.011]
3745 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.022]
3746 [D loss: -0.010 R -0.060 F 0.040][G loss: -0.026]
3747 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.018]
3748 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.013]
3749 [D loss: -0.008 R -0.049 F 0.032][G loss: -0.014]
3750 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.011]
3751 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.016]
3752 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.011]
3753 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.016]
3754 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.014]
3755 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.015]
3756 [D loss: -0.008 R -0.043 F 0.028][G loss: -0.017]
3757 [D loss: -0.004 R -0.043 F 0.034][G loss: -0.020]
3758 [D loss: -0.003 R -0.043 F 0.037][G loss: -0.019]
3759 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.017]
3760 [D loss: -0.002 R -0.036 F 0.033][G loss: -0.011]
3761 [D loss: -0.010 R -0.049 F 0.028][G loss: -0.013]
3762 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.017]
3763 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.018]
3764 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.022]
3765 [D loss: -0.008 R -0.051 F 0.034][G loss: -0.026]
3766 [D loss: -0.004 R -0.044 F 0.037][G loss: -0.020]
3767 [D loss: -0.008 R -0.052 F 0.036][G loss: -0.022]
3768 [D loss: -0.006 R -0.051 F 0.038][G loss: -0.024]
3769 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.022]
3770 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.022]
3771 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.011]
3772 [D loss: -0.010 R -0.042 F 0.021][G loss: -0.006]
3773 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.014]
3774 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.012]
3775 [D loss: -0.011 R -0.041 F 0.020][G loss: -0.013]
3776 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.021]
3777 [D loss: -0.007 R -0.049 F 0.036][G loss: -0.017]
3778 [D loss: -0.003 R -0.041 F 0.036][G loss: -0.020]
3779 [D loss: -0.004 R -0.046 F 0.039][G loss: -0.018]
3780 [D loss: -0.005 R -0.049 F 0.038][G loss: -0.020]
3781 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.027]
3782 [D loss: -0.006 R -0.054 F 0.042][G loss: -0.028]
3783 [D loss: -0.006 R -0.058 F 0.046][G loss: -0.032]
3784 [D loss: -0.009 R -0.067 F 0.048][G loss: -0.033]
3785 [D loss: -0.005 R -0.058 F 0.049][G loss: -0.032]
3786 [D loss: -0.001 R -0.054 F 0.051][G loss: -0.029]
3787 [D loss: -0.009 R -0.052 F 0.035][G loss: -0.023]
3788 [D loss: -0.003 R -0.043 F 0.036][G loss: -0.018]
3789 [D loss: -0.003 R -0.045 F 0.039][G loss: -0.020]
3790 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.016]
3791 [D loss: -0.011 R -0.048 F 0.027][G loss: -0.011]
3792 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.019]
3793 [D loss: -0.003 R -0.043 F 0.037][G loss: -0.021]
3794 [D loss: -0.005 R -0.045 F 0.034][G loss: -0.016]
3795 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.012]
3796 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.015]
3797 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.017]
3798 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.017]
3799 [D loss: -0.004 R -0.041 F 0.034][G loss: -0.019]
3800 [D loss: -0.009 R -0.044 F 0.027][G loss: -0.014]
3801 [D loss: -0.009 R -0.042 F 0.023][G loss: -0.008]
3802 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.014]
3803 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.015]
3804 [D loss: -0.012 R -0.046 F 0.021][G loss: -0.017]
3805 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.017]
3806 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.017]
3807 [D loss: -0.004 R -0.049 F 0.041][G loss: -0.015]
3808 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.020]
3809 [D loss: -0.009 R -0.052 F 0.034][G loss: -0.020]
3810 [D loss: -0.002 R -0.041 F 0.037][G loss: -0.020]
3811 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.028]
3812 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.022]
3813 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.015]
3814 [D loss: -0.009 R -0.048 F 0.029][G loss: -0.009]
3815 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.018]
3816 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.017]
3817 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.023]
3818 [D loss: -0.004 R -0.049 F 0.042][G loss: -0.023]
3819 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.016]
3820 [D loss: -0.009 R -0.054 F 0.037][G loss: -0.019]
3821 [D loss: -0.006 R -0.051 F 0.040][G loss: -0.027]
3822 [D loss: -0.005 R -0.053 F 0.043][G loss: -0.029]
3823 [D loss: -0.006 R -0.056 F 0.044][G loss: -0.032]
3824 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.014]
3825 [D loss: -0.005 R -0.048 F 0.037][G loss: -0.019]
3826 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.017]
3827 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.020]
3828 [D loss: -0.011 R -0.056 F 0.034][G loss: -0.024]
3829 [D loss: -0.005 R -0.056 F 0.045][G loss: -0.027]
3830 [D loss: -0.010 R -0.062 F 0.042][G loss: -0.025]
3831 [D loss: -0.011 R -0.060 F 0.037][G loss: -0.022]
3832 [D loss: -0.009 R -0.058 F 0.040][G loss: -0.019]
3833 [D loss: -0.003 R -0.050 F 0.044][G loss: -0.025]
3834 [D loss: -0.005 R -0.055 F 0.044][G loss: -0.023]
3835 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.018]
3836 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.018]
3837 [D loss: -0.010 R -0.050 F 0.030][G loss: -0.018]
3838 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.026]
3839 [D loss: -0.004 R -0.043 F 0.036][G loss: -0.021]
3840 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.014]
3841 [D loss: -0.009 R -0.044 F 0.027][G loss: -0.016]
3842 [D loss: -0.008 R -0.046 F 0.031][G loss: -0.018]
3843 [D loss: -0.010 R -0.052 F 0.031][G loss: -0.014]
3844 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.018]
3845 [D loss: -0.011 R -0.049 F 0.027][G loss: -0.017]
3846 [D loss: -0.002 R -0.042 F 0.038][G loss: -0.020]
3847 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.020]
3848 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.015]
3849 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.016]
3850 [D loss: -0.008 R -0.051 F 0.036][G loss: -0.018]
3851 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.022]
3852 [D loss: -0.008 R -0.048 F 0.033][G loss: -0.023]
3853 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.020]
3854 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.022]
3855 [D loss: -0.007 R -0.051 F 0.038][G loss: -0.023]
3856 [D loss: -0.009 R -0.044 F 0.025][G loss: -0.019]
3857 [D loss: -0.005 R -0.052 F 0.043][G loss: -0.025]
3858 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.019]
3859 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.019]
3860 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.017]
3861 [D loss: -0.005 R -0.042 F 0.033][G loss: -0.023]
3862 [D loss: -0.005 R -0.049 F 0.040][G loss: -0.023]
3863 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.017]
3864 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.017]
3865 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.019]
3866 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.015]
3867 [D loss: -0.005 R -0.054 F 0.043][G loss: -0.022]
3868 [D loss: -0.010 R -0.049 F 0.030][G loss: -0.021]
3869 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.016]
3870 [D loss: -0.005 R -0.046 F 0.037][G loss: -0.017]
3871 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.023]
3872 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.016]
3873 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.018]
3874 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.019]
3875 [D loss: -0.007 R -0.046 F 0.031][G loss: -0.019]
3876 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.019]
3877 [D loss: -0.013 R -0.058 F 0.031][G loss: -0.023]
3878 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.020]
3879 [D loss: -0.003 R -0.043 F 0.037][G loss: -0.013]
3880 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.022]
3881 [D loss: -0.004 R -0.044 F 0.035][G loss: -0.016]
3882 [D loss: -0.003 R -0.038 F 0.031][G loss: -0.016]
3883 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.021]
3884 [D loss: -0.005 R -0.045 F 0.034][G loss: -0.022]
3885 [D loss: -0.009 R -0.048 F 0.030][G loss: -0.018]
3886 [D loss: -0.004 R -0.050 F 0.041][G loss: -0.020]
3887 [D loss: -0.005 R -0.048 F 0.037][G loss: -0.024]
3888 [D loss: -0.006 R -0.053 F 0.040][G loss: -0.023]
3889 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.023]
3890 [D loss: -0.004 R -0.050 F 0.043][G loss: -0.025]
3891 [D loss: -0.008 R -0.055 F 0.040][G loss: -0.023]
3892 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.028]
3893 [D loss: -0.002 R -0.049 F 0.046][G loss: -0.025]
3894 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.020]
3895 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.014]
3896 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.011]
3897 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.010]
3898 [D loss: -0.008 R -0.035 F 0.019][G loss: -0.009]
3899 [D loss: -0.006 R -0.031 F 0.019][G loss: -0.008]
3900 [D loss: -0.006 R -0.035 F 0.022][G loss: -0.010]
3901 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.018]
3902 [D loss: -0.008 R -0.045 F 0.028][G loss: -0.018]
3903 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.016]
3904 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.014]
3905 [D loss: -0.009 R -0.037 F 0.019][G loss: -0.007]
3906 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.015]
3907 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.014]
3908 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.012]
3909 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.012]
3910 [D loss: -0.003 R -0.039 F 0.032][G loss: -0.015]
3911 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.013]
3912 [D loss: -0.007 R -0.042 F 0.027][G loss: -0.013]
3913 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.016]
3914 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.020]
3915 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.020]
3916 [D loss: -0.005 R -0.044 F 0.035][G loss: -0.023]
3917 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.025]
3918 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.024]
3919 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.022]
3920 [D loss: -0.005 R -0.051 F 0.041][G loss: -0.022]
3921 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.024]
3922 [D loss: -0.004 R -0.047 F 0.040][G loss: -0.023]
3923 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.019]
3924 [D loss: -0.007 R -0.050 F 0.035][G loss: -0.020]
3925 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.018]
3926 [D loss: -0.008 R -0.048 F 0.031][G loss: -0.023]
3927 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.019]
3928 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.018]
3929 [D loss: -0.006 R -0.047 F 0.034][G loss: -0.019]
3930 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.015]
3931 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.010]
3932 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.016]
3933 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.018]
3934 [D loss: -0.007 R -0.049 F 0.036][G loss: -0.021]
3935 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.025]
3936 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.019]
3937 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.014]
3938 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.014]
3939 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.016]
3940 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.019]
3941 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.016]
3942 [D loss: -0.003 R -0.040 F 0.034][G loss: -0.015]
3943 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.016]
3944 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.017]
3945 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.017]
3946 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.015]
3947 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.013]
3948 [D loss: -0.010 R -0.035 F 0.016][G loss: -0.010]
3949 [D loss: -0.008 R -0.041 F 0.024][G loss: -0.010]
3950 [D loss: -0.005 R -0.034 F 0.024][G loss: -0.010]
3951 [D loss: -0.008 R -0.039 F 0.024][G loss: -0.011]
3952 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.013]
3953 [D loss: -0.012 R -0.050 F 0.027][G loss: -0.023]
3954 [D loss: -0.006 R -0.048 F 0.035][G loss: -0.025]
3955 [D loss: -0.008 R -0.060 F 0.045][G loss: -0.026]
3956 [D loss: -0.003 R -0.055 F 0.048][G loss: -0.027]
3957 [D loss: -0.012 R -0.064 F 0.040][G loss: -0.033]
3958 [D loss: -0.011 R -0.071 F 0.048][G loss: -0.034]
3959 [D loss: -0.005 R -0.055 F 0.045][G loss: -0.031]
3960 [D loss: -0.009 R -0.057 F 0.038][G loss: -0.024]
3961 [D loss: -0.007 R -0.055 F 0.041][G loss: -0.021]
3962 [D loss: -0.009 R -0.050 F 0.031][G loss: -0.014]
3963 [D loss: -0.005 R -0.047 F 0.037][G loss: -0.018]
3964 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.014]
3965 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.020]
3966 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.017]
3967 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.010]
3968 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.012]
3969 [D loss: -0.003 R -0.043 F 0.036][G loss: -0.018]
3970 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.018]
3971 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.014]
3972 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.013]
3973 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.014]
3974 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.012]
3975 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.016]
3976 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.015]
3977 [D loss: -0.009 R -0.045 F 0.027][G loss: -0.019]
3978 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.016]
3979 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.019]
3980 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.016]
3981 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.018]
3982 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.016]
3983 [D loss: -0.009 R -0.042 F 0.023][G loss: -0.015]
3984 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.017]
3985 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.011]
3986 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.013]
3987 [D loss: -0.002 R -0.037 F 0.034][G loss: -0.016]
3988 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.015]
3989 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.015]
3990 [D loss: -0.007 R -0.041 F 0.026][G loss: -0.016]
3991 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.015]
3992 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.018]
3993 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.018]
3994 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.019]
3995 [D loss: -0.002 R -0.041 F 0.038][G loss: -0.015]
3996 [D loss: -0.007 R -0.046 F 0.033][G loss: -0.014]
3997 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.017]
3998 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.020]
3999 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.017]
4000 [D loss: -0.005 R -0.046 F 0.037][G loss: -0.024]
4001 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.020]
4002 [D loss: -0.009 R -0.047 F 0.028][G loss: -0.016]
4003 [D loss: -0.010 R -0.046 F 0.026][G loss: -0.015]
4004 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.022]
4005 [D loss: -0.000 R -0.038 F 0.037][G loss: -0.016]
4006 [D loss: -0.005 R -0.049 F 0.038][G loss: -0.019]
4007 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.022]
4008 [D loss: -0.002 R -0.049 F 0.045][G loss: -0.021]
4009 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.017]
4010 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.017]
4011 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.015]
4012 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.017]
4013 [D loss: -0.002 R -0.041 F 0.037][G loss: -0.019]
4014 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.017]
4015 [D loss: -0.006 R -0.040 F 0.027][G loss: -0.016]
4016 [D loss: -0.003 R -0.038 F 0.032][G loss: -0.017]
4017 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.020]
4018 [D loss: -0.008 R -0.046 F 0.029][G loss: -0.020]
4019 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.017]
4020 [D loss: -0.010 R -0.045 F 0.025][G loss: -0.017]
4021 [D loss: -0.009 R -0.050 F 0.033][G loss: -0.014]
4022 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.011]
4023 [D loss: -0.002 R -0.038 F 0.035][G loss: -0.014]
4024 [D loss: -0.001 R -0.033 F 0.031][G loss: -0.013]
4025 [D loss: -0.003 R -0.034 F 0.028][G loss: -0.012]
4026 [D loss: -0.009 R -0.038 F 0.020][G loss: -0.014]
4027 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.011]
4028 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.003]
4029 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.009]
4030 [D loss: -0.004 R -0.038 F 0.031][G loss: -0.016]
4031 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.019]
4032 [D loss: -0.004 R -0.046 F 0.037][G loss: -0.019]
4033 [D loss: -0.007 R -0.041 F 0.026][G loss: -0.011]
4034 [D loss: -0.009 R -0.046 F 0.027][G loss: -0.017]
4035 [D loss: -0.008 R -0.047 F 0.030][G loss: -0.021]
4036 [D loss: -0.002 R -0.042 F 0.038][G loss: -0.022]
4037 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.019]
4038 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.017]
4039 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.014]
4040 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.019]
4041 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.025]
4042 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.025]
4043 [D loss: -0.006 R -0.048 F 0.035][G loss: -0.019]
4044 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.021]
4045 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.022]
4046 [D loss: -0.009 R -0.049 F 0.032][G loss: -0.021]
4047 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.021]
4048 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.023]
4049 [D loss: -0.005 R -0.043 F 0.034][G loss: -0.025]
4050 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.016]
4051 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.017]
4052 [D loss: -0.002 R -0.040 F 0.036][G loss: -0.021]
4053 [D loss: -0.012 R -0.048 F 0.023][G loss: -0.018]
4054 [D loss: -0.003 R -0.040 F 0.035][G loss: -0.021]
4055 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.014]
4056 [D loss: -0.006 R -0.040 F 0.027][G loss: -0.012]
4057 [D loss: -0.010 R -0.037 F 0.018][G loss: -0.010]
4058 [D loss: -0.008 R -0.034 F 0.017][G loss: -0.008]
4059 [D loss: -0.006 R -0.031 F 0.018][G loss: -0.008]
4060 [D loss: -0.005 R -0.030 F 0.020][G loss: -0.010]
4061 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.010]
4062 [D loss: -0.007 R -0.034 F 0.021][G loss: -0.010]
4063 [D loss: -0.007 R -0.040 F 0.027][G loss: -0.013]
4064 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.009]
4065 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.015]
4066 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.015]
4067 [D loss: -0.007 R -0.058 F 0.044][G loss: -0.026]
4068 [D loss: -0.009 R -0.051 F 0.032][G loss: -0.027]
4069 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.022]
4070 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.017]
4071 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.018]
4072 [D loss: -0.004 R -0.049 F 0.042][G loss: -0.019]
4073 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.020]
4074 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.010]
4075 [D loss: -0.013 R -0.046 F 0.020][G loss: -0.017]
4076 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.019]
4077 [D loss: -0.007 R -0.049 F 0.035][G loss: -0.011]
4078 [D loss: -0.005 R -0.049 F 0.038][G loss: -0.021]
4079 [D loss: -0.005 R -0.052 F 0.041][G loss: -0.022]
4080 [D loss: -0.004 R -0.053 F 0.045][G loss: -0.029]
4081 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.025]
4082 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.027]
4083 [D loss: -0.005 R -0.046 F 0.037][G loss: -0.024]
4084 [D loss: -0.009 R -0.044 F 0.027][G loss: -0.016]
4085 [D loss: -0.005 R -0.040 F 0.031][G loss: -0.015]
4086 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.018]
4087 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.023]
4088 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.014]
4089 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.021]
4090 [D loss: -0.009 R -0.048 F 0.031][G loss: -0.018]
4091 [D loss: -0.002 R -0.038 F 0.033][G loss: -0.018]
4092 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.022]
4093 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.017]
4094 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.016]
4095 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.015]
4096 [D loss: -0.007 R -0.038 F 0.023][G loss: -0.015]
4097 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.014]
4098 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.015]
4099 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.015]
4100 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.019]
4101 [D loss: -0.007 R -0.042 F 0.027][G loss: -0.014]
4102 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.014]
4103 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.010]
4104 [D loss: -0.010 R -0.043 F 0.023][G loss: -0.013]
4105 [D loss: -0.011 R -0.042 F 0.020][G loss: -0.011]
4106 [D loss: -0.005 R -0.033 F 0.023][G loss: -0.018]
4107 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.015]
4108 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.013]
4109 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.011]
4110 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.017]
4111 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.018]
4112 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.017]
4113 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.020]
4114 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.019]
4115 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.021]
4116 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.017]
4117 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.015]
4118 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.018]
4119 [D loss: -0.011 R -0.052 F 0.031][G loss: -0.021]
4120 [D loss: -0.011 R -0.059 F 0.037][G loss: -0.028]
4121 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.018]
4122 [D loss: -0.004 R -0.042 F 0.035][G loss: -0.017]
4123 [D loss: -0.010 R -0.050 F 0.030][G loss: -0.019]
4124 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.020]
4125 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.016]
4126 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.025]
4127 [D loss: -0.005 R -0.043 F 0.034][G loss: -0.012]
4128 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.020]
4129 [D loss: -0.008 R -0.047 F 0.030][G loss: -0.017]
4130 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.016]
4131 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.020]
4132 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.016]
4133 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.021]
4134 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.018]
4135 [D loss: -0.004 R -0.047 F 0.038][G loss: -0.019]
4136 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.020]
4137 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.020]
4138 [D loss: -0.011 R -0.048 F 0.026][G loss: -0.015]
4139 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.019]
4140 [D loss: -0.010 R -0.043 F 0.024][G loss: -0.016]
4141 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.014]
4142 [D loss: -0.003 R -0.039 F 0.034][G loss: -0.019]
4143 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.018]
4144 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.017]
4145 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.019]
4146 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.027]
4147 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.016]
4148 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.021]
4149 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.019]
4150 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.014]
4151 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.013]
4152 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.013]
4153 [D loss: -0.009 R -0.045 F 0.027][G loss: -0.014]
4154 [D loss: -0.012 R -0.047 F 0.024][G loss: -0.015]
4155 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.016]
4156 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.020]
4157 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.015]
4158 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.013]
4159 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.017]
4160 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.020]
4161 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.014]
4162 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.011]
4163 [D loss: -0.008 R -0.037 F 0.021][G loss: -0.009]
4164 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.006]
4165 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.011]
4166 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.014]
4167 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.015]
4168 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
4169 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.023]
4170 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.022]
4171 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.015]
4172 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.012]
4173 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.021]
4174 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.022]
4175 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.022]
4176 [D loss: -0.010 R -0.049 F 0.028][G loss: -0.021]
4177 [D loss: -0.004 R -0.046 F 0.039][G loss: -0.022]
4178 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.027]
4179 [D loss: -0.006 R -0.047 F 0.034][G loss: -0.014]
4180 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.022]
4181 [D loss: -0.004 R -0.051 F 0.043][G loss: -0.027]
4182 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.022]
4183 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.019]
4184 [D loss: -0.004 R -0.037 F 0.028][G loss: -0.014]
4185 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.014]
4186 [D loss: -0.004 R -0.044 F 0.035][G loss: -0.020]
4187 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.018]
4188 [D loss: -0.003 R -0.042 F 0.035][G loss: -0.011]
4189 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.016]
4190 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.013]
4191 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.019]
4192 [D loss: -0.005 R -0.048 F 0.037][G loss: -0.021]
4193 [D loss: -0.008 R -0.051 F 0.035][G loss: -0.021]
4194 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.019]
4195 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.023]
4196 [D loss: -0.008 R -0.048 F 0.031][G loss: -0.022]
4197 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.019]
4198 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.023]
4199 [D loss: -0.010 R -0.051 F 0.032][G loss: -0.015]
4200 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.021]
4201 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.016]
4202 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.016]
4203 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.018]
4204 [D loss: -0.001 R -0.040 F 0.038][G loss: -0.020]
4205 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.017]
4206 [D loss: -0.009 R -0.048 F 0.030][G loss: -0.015]
4207 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.018]
4208 [D loss: -0.003 R -0.046 F 0.040][G loss: -0.027]
4209 [D loss: -0.003 R -0.045 F 0.039][G loss: -0.022]
4210 [D loss: -0.008 R -0.052 F 0.035][G loss: -0.024]
4211 [D loss: -0.004 R -0.047 F 0.038][G loss: -0.024]
4212 [D loss: -0.008 R -0.054 F 0.039][G loss: -0.027]
4213 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.023]
4214 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.022]
4215 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.020]
4216 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.017]
4217 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.017]
4218 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.021]
4219 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.015]
4220 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.015]
4221 [D loss: -0.011 R -0.049 F 0.026][G loss: -0.014]
4222 [D loss: -0.002 R -0.037 F 0.032][G loss: -0.017]
4223 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.016]
4224 [D loss: -0.009 R -0.042 F 0.025][G loss: -0.015]
4225 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.016]
4226 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.024]
4227 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.033]
4228 [D loss: -0.007 R -0.059 F 0.046][G loss: -0.026]
4229 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.022]
4230 [D loss: -0.007 R -0.049 F 0.035][G loss: -0.028]
4231 [D loss: -0.001 R -0.043 F 0.041][G loss: -0.023]
4232 [D loss: -0.007 R -0.052 F 0.037][G loss: -0.022]
4233 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.017]
4234 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.019]
4235 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.017]
4236 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.014]
4237 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.015]
4238 [D loss: -0.012 R -0.046 F 0.022][G loss: -0.015]
4239 [D loss: -0.009 R -0.045 F 0.027][G loss: -0.015]
4240 [D loss: -0.007 R -0.042 F 0.027][G loss: -0.013]
4241 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.013]
4242 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.016]
4243 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.022]
4244 [D loss: -0.003 R -0.044 F 0.037][G loss: -0.021]
4245 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.019]
4246 [D loss: -0.010 R -0.051 F 0.032][G loss: -0.019]
4247 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.021]
4248 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.019]
4249 [D loss: -0.005 R -0.040 F 0.031][G loss: -0.020]
4250 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.019]
4251 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.016]
4252 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.016]
4253 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.019]
4254 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.016]
4255 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.014]
4256 [D loss: -0.008 R -0.037 F 0.022][G loss: -0.009]
4257 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.010]
4258 [D loss: -0.005 R -0.033 F 0.023][G loss: -0.007]
4259 [D loss: -0.006 R -0.037 F 0.026][G loss: -0.012]
4260 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.018]
4261 [D loss: -0.003 R -0.038 F 0.031][G loss: -0.020]
4262 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.020]
4263 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.019]
4264 [D loss: -0.010 R -0.050 F 0.030][G loss: -0.019]
4265 [D loss: -0.008 R -0.046 F 0.031][G loss: -0.021]
4266 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.023]
4267 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.022]
4268 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.021]
4269 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.020]
4270 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.016]
4271 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.019]
4272 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.018]
4273 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.020]
4274 [D loss: -0.009 R -0.052 F 0.034][G loss: -0.022]
4275 [D loss: -0.010 R -0.053 F 0.034][G loss: -0.025]
4276 [D loss: -0.002 R -0.043 F 0.039][G loss: -0.031]
4277 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.029]
4278 [D loss: -0.004 R -0.041 F 0.034][G loss: -0.020]
4279 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.017]
4280 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.015]
4281 [D loss: -0.006 R -0.048 F 0.035][G loss: -0.019]
4282 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.024]
4283 [D loss: -0.009 R -0.050 F 0.031][G loss: -0.022]
4284 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.021]
4285 [D loss: -0.011 R -0.054 F 0.033][G loss: -0.021]
4286 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.019]
4287 [D loss: -0.002 R -0.036 F 0.032][G loss: -0.016]
4288 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.013]
4289 [D loss: -0.009 R -0.039 F 0.021][G loss: -0.011]
4290 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.013]
4291 [D loss: -0.005 R -0.035 F 0.024][G loss: -0.013]
4292 [D loss: -0.004 R -0.037 F 0.028][G loss: -0.017]
4293 [D loss: -0.008 R -0.038 F 0.023][G loss: -0.018]
4294 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.016]
4295 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.014]
4296 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.014]
4297 [D loss: -0.010 R -0.050 F 0.029][G loss: -0.017]
4298 [D loss: -0.002 R -0.045 F 0.040][G loss: -0.021]
4299 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.014]
4300 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.019]
4301 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.010]
4302 [D loss: -0.005 R -0.042 F 0.033][G loss: -0.014]
4303 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.017]
4304 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.022]
4305 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.025]
4306 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.026]
4307 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.022]
4308 [D loss: -0.009 R -0.054 F 0.036][G loss: -0.024]
4309 [D loss: -0.004 R -0.040 F 0.031][G loss: -0.017]
4310 [D loss: -0.012 R -0.048 F 0.025][G loss: -0.011]
4311 [D loss: -0.008 R -0.045 F 0.028][G loss: -0.015]
4312 [D loss: -0.007 R -0.049 F 0.035][G loss: -0.019]
4313 [D loss: -0.008 R -0.046 F 0.029][G loss: -0.017]
4314 [D loss: -0.007 R -0.050 F 0.035][G loss: -0.024]
4315 [D loss: -0.005 R -0.053 F 0.042][G loss: -0.027]
4316 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.021]
4317 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.017]
4318 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.022]
4319 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.017]
4320 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.016]
4321 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.018]
4322 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.015]
4323 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.022]
4324 [D loss: -0.009 R -0.043 F 0.026][G loss: -0.012]
4325 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.012]
4326 [D loss: -0.004 R -0.033 F 0.026][G loss: -0.011]
4327 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.011]
4328 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.014]
4329 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.014]
4330 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.010]
4331 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.012]
4332 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.014]
4333 [D loss: -0.009 R -0.040 F 0.021][G loss: -0.011]
4334 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.018]
4335 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.018]
4336 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.017]
4337 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.017]
4338 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.017]
4339 [D loss: -0.007 R -0.050 F 0.035][G loss: -0.023]
4340 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.021]
4341 [D loss: -0.007 R -0.049 F 0.036][G loss: -0.023]
4342 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.025]
4343 [D loss: -0.002 R -0.041 F 0.036][G loss: -0.025]
4344 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.021]
4345 [D loss: -0.005 R -0.045 F 0.036][G loss: -0.025]
4346 [D loss: -0.007 R -0.052 F 0.037][G loss: -0.024]
4347 [D loss: -0.010 R -0.053 F 0.033][G loss: -0.020]
4348 [D loss: -0.008 R -0.056 F 0.040][G loss: -0.024]
4349 [D loss: -0.007 R -0.056 F 0.043][G loss: -0.033]
4350 [D loss: -0.003 R -0.052 F 0.045][G loss: -0.029]
4351 [D loss: -0.006 R -0.051 F 0.038][G loss: -0.014]
4352 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.018]
4353 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.011]
4354 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.009]
4355 [D loss: -0.011 R -0.041 F 0.019][G loss: -0.003]
4356 [D loss: -0.006 R -0.031 F 0.019][G loss: -0.009]
4357 [D loss: -0.006 R -0.033 F 0.020][G loss: -0.006]
4358 [D loss: -0.007 R -0.030 F 0.016][G loss: -0.009]
4359 [D loss: -0.004 R -0.025 F 0.017][G loss: -0.008]
4360 [D loss: -0.009 R -0.036 F 0.019][G loss: -0.008]
4361 [D loss: -0.011 R -0.043 F 0.020][G loss: -0.015]
4362 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.014]
4363 [D loss: -0.009 R -0.049 F 0.030][G loss: -0.017]
4364 [D loss: -0.013 R -0.054 F 0.027][G loss: -0.018]
4365 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.025]
4366 [D loss: -0.002 R -0.047 F 0.044][G loss: -0.020]
4367 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.021]
4368 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.023]
4369 [D loss: -0.006 R -0.057 F 0.045][G loss: -0.027]
4370 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.022]
4371 [D loss: -0.006 R -0.054 F 0.041][G loss: -0.024]
4372 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.019]
4373 [D loss: -0.004 R -0.047 F 0.040][G loss: -0.025]
4374 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.023]
4375 [D loss: -0.008 R -0.055 F 0.038][G loss: -0.020]
4376 [D loss: -0.007 R -0.056 F 0.042][G loss: -0.022]
4377 [D loss: -0.009 R -0.054 F 0.036][G loss: -0.033]
4378 [D loss: -0.005 R -0.050 F 0.040][G loss: -0.034]
4379 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.029]
4380 [D loss: -0.003 R -0.040 F 0.034][G loss: -0.016]
4381 [D loss: -0.010 R -0.042 F 0.022][G loss: -0.012]
4382 [D loss: -0.012 R -0.044 F 0.020][G loss: -0.014]
4383 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.014]
4384 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.016]
4385 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.025]
4386 [D loss: -0.010 R -0.046 F 0.027][G loss: -0.014]
4387 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.014]
4388 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.022]
4389 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.023]
4390 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.026]
4391 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.024]
4392 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.021]
4393 [D loss: -0.003 R -0.042 F 0.036][G loss: -0.023]
4394 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.022]
4395 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.018]
4396 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.019]
4397 [D loss: -0.008 R -0.051 F 0.035][G loss: -0.015]
4398 [D loss: -0.009 R -0.045 F 0.026][G loss: -0.013]
4399 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.019]
4400 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.012]
4401 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.016]
4402 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.022]
4403 [D loss: -0.005 R -0.042 F 0.031][G loss: -0.018]
4404 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.017]
4405 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.023]
4406 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.024]
4407 [D loss: -0.010 R -0.049 F 0.030][G loss: -0.015]
4408 [D loss: -0.004 R -0.052 F 0.043][G loss: -0.027]
4409 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.027]
4410 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.023]
4411 [D loss: -0.009 R -0.053 F 0.034][G loss: -0.028]
4412 [D loss: -0.011 R -0.052 F 0.031][G loss: -0.027]
4413 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.021]
4414 [D loss: -0.005 R -0.043 F 0.034][G loss: -0.016]
4415 [D loss: -0.007 R -0.041 F 0.026][G loss: -0.017]
4416 [D loss: -0.008 R -0.044 F 0.027][G loss: -0.018]
4417 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.022]
4418 [D loss: -0.002 R -0.039 F 0.036][G loss: -0.023]
4419 [D loss: -0.005 R -0.042 F 0.031][G loss: -0.016]
4420 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.013]
4421 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.017]
4422 [D loss: -0.007 R -0.040 F 0.025][G loss: -0.019]
4423 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.016]
4424 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.017]
4425 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.014]
4426 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.012]
4427 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.015]
4428 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.018]
4429 [D loss: -0.003 R -0.043 F 0.036][G loss: -0.018]
4430 [D loss: -0.002 R -0.042 F 0.038][G loss: -0.024]
4431 [D loss: -0.002 R -0.038 F 0.035][G loss: -0.023]
4432 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.022]
4433 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
4434 [D loss: -0.008 R -0.051 F 0.034][G loss: -0.018]
4435 [D loss: -0.003 R -0.046 F 0.039][G loss: -0.019]
4436 [D loss: -0.004 R -0.044 F 0.037][G loss: -0.025]
4437 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.024]
4438 [D loss: -0.011 R -0.056 F 0.034][G loss: -0.034]
4439 [D loss: -0.006 R -0.056 F 0.043][G loss: -0.030]
4440 [D loss: -0.004 R -0.045 F 0.036][G loss: -0.021]
4441 [D loss: -0.007 R -0.049 F 0.036][G loss: -0.020]
4442 [D loss: -0.007 R -0.050 F 0.035][G loss: -0.020]
4443 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.017]
4444 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.020]
4445 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.017]
4446 [D loss: -0.009 R -0.047 F 0.028][G loss: -0.018]
4447 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.017]
4448 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.026]
4449 [D loss: -0.010 R -0.054 F 0.033][G loss: -0.023]
4450 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.020]
4451 [D loss: -0.008 R -0.051 F 0.034][G loss: -0.025]
4452 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.026]
4453 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.024]
4454 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.020]
4455 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.018]
4456 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.016]
4457 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.010]
4458 [D loss: -0.004 R -0.033 F 0.026][G loss: -0.009]
4459 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.015]
4460 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.010]
4461 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.013]
4462 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.013]
4463 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.013]
4464 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.017]
4465 [D loss: -0.003 R -0.041 F 0.034][G loss: -0.024]
4466 [D loss: -0.003 R -0.041 F 0.034][G loss: -0.020]
4467 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.021]
4468 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.021]
4469 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.021]
4470 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.018]
4471 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.016]
4472 [D loss: -0.003 R -0.034 F 0.027][G loss: -0.014]
4473 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.015]
4474 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.013]
4475 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.016]
4476 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.014]
4477 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.018]
4478 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.016]
4479 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.020]
4480 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.020]
4481 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.020]
4482 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.027]
4483 [D loss: -0.005 R -0.047 F 0.036][G loss: -0.029]
4484 [D loss: -0.004 R -0.048 F 0.039][G loss: -0.024]
4485 [D loss: -0.011 R -0.046 F 0.025][G loss: -0.019]
4486 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.017]
4487 [D loss: -0.008 R -0.049 F 0.032][G loss: -0.014]
4488 [D loss: -0.009 R -0.049 F 0.030][G loss: -0.020]
4489 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.021]
4490 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.018]
4491 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.018]
4492 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.015]
4493 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
4494 [D loss: -0.009 R -0.047 F 0.028][G loss: -0.020]
4495 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.021]
4496 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.025]
4497 [D loss: -0.008 R -0.047 F 0.032][G loss: -0.023]
4498 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.019]
4499 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.018]
4500 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.014]
4501 [D loss: -0.009 R -0.042 F 0.023][G loss: -0.014]
4502 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.020]
4503 [D loss: -0.001 R -0.039 F 0.038][G loss: -0.024]
4504 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.027]
4505 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.024]
4506 [D loss: -0.005 R -0.043 F 0.034][G loss: -0.014]
4507 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.016]
4508 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.016]
4509 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.017]
4510 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.022]
4511 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.021]
4512 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.020]
4513 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.014]
4514 [D loss: -0.009 R -0.039 F 0.022][G loss: -0.010]
4515 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.016]
4516 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.019]
4517 [D loss: -0.004 R -0.041 F 0.034][G loss: -0.023]
4518 [D loss: -0.003 R -0.038 F 0.033][G loss: -0.020]
4519 [D loss: -0.007 R -0.045 F 0.030][G loss: -0.014]
4520 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.016]
4521 [D loss: -0.010 R -0.045 F 0.026][G loss: -0.014]
4522 [D loss: -0.012 R -0.050 F 0.025][G loss: -0.017]
4523 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.016]
4524 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.017]
4525 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.016]
4526 [D loss: -0.004 R -0.044 F 0.035][G loss: -0.020]
4527 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.022]
4528 [D loss: -0.005 R -0.042 F 0.033][G loss: -0.020]
4529 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.014]
4530 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.012]
4531 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.014]
4532 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.020]
4533 [D loss: -0.013 R -0.048 F 0.022][G loss: -0.014]
4534 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.026]
4535 [D loss: -0.002 R -0.042 F 0.037][G loss: -0.017]
4536 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.020]
4537 [D loss: -0.002 R -0.039 F 0.034][G loss: -0.018]
4538 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.024]
4539 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.021]
4540 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.027]
4541 [D loss: -0.004 R -0.046 F 0.039][G loss: -0.021]
4542 [D loss: -0.002 R -0.048 F 0.043][G loss: -0.024]
4543 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.018]
4544 [D loss: -0.008 R -0.046 F 0.029][G loss: -0.018]
4545 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.017]
4546 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.017]
4547 [D loss: -0.010 R -0.047 F 0.027][G loss: -0.021]
4548 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.027]
4549 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.024]
4550 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.021]
4551 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.023]
4552 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.022]
4553 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.025]
4554 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.027]
4555 [D loss: -0.003 R -0.045 F 0.040][G loss: -0.026]
4556 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.022]
4557 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.017]
4558 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.019]
4559 [D loss: -0.006 R -0.047 F 0.036][G loss: -0.020]
4560 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.017]
4561 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.011]
4562 [D loss: -0.011 R -0.046 F 0.024][G loss: -0.013]
4563 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.017]
4564 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.012]
4565 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.014]
4566 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.015]
4567 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.023]
4568 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.020]
4569 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.022]
4570 [D loss: -0.008 R -0.046 F 0.029][G loss: -0.024]
4571 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.021]
4572 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.017]
4573 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.013]
4574 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.015]
4575 [D loss: -0.004 R -0.040 F 0.031][G loss: -0.016]
4576 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.016]
4577 [D loss: -0.003 R -0.040 F 0.035][G loss: -0.018]
4578 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.015]
4579 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.016]
4580 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.020]
4581 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.022]
4582 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.018]
4583 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.017]
4584 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.015]
4585 [D loss: -0.008 R -0.039 F 0.024][G loss: -0.014]
4586 [D loss: -0.007 R -0.037 F 0.022][G loss: -0.012]
4587 [D loss: -0.008 R -0.038 F 0.023][G loss: -0.012]
4588 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.012]
4589 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.007]
4590 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.012]
4591 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.015]
4592 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.023]
4593 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.020]
4594 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.015]
4595 [D loss: -0.011 R -0.045 F 0.024][G loss: -0.023]
4596 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.026]
4597 [D loss: 0.001 R -0.041 F 0.042][G loss: -0.021]
4598 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.018]
4599 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.022]
4600 [D loss: -0.004 R -0.038 F 0.031][G loss: -0.017]
4601 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.016]
4602 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.021]
4603 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.023]
4604 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.020]
4605 [D loss: -0.008 R -0.048 F 0.033][G loss: -0.017]
4606 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.021]
4607 [D loss: -0.005 R -0.050 F 0.039][G loss: -0.021]
4608 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.015]
4609 [D loss: -0.007 R -0.041 F 0.026][G loss: -0.015]
4610 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.012]
4611 [D loss: -0.011 R -0.036 F 0.013][G loss: -0.009]
4612 [D loss: -0.006 R -0.038 F 0.025][G loss: -0.009]
4613 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.011]
4614 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.023]
4615 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.016]
4616 [D loss: -0.011 R -0.049 F 0.027][G loss: -0.015]
4617 [D loss: -0.009 R -0.052 F 0.035][G loss: -0.019]
4618 [D loss: -0.002 R -0.047 F 0.042][G loss: -0.018]
4619 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.020]
4620 [D loss: -0.006 R -0.053 F 0.041][G loss: -0.021]
4621 [D loss: -0.009 R -0.051 F 0.033][G loss: -0.021]
4622 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.026]
4623 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.023]
4624 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.022]
4625 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.018]
4626 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.016]
4627 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.022]
4628 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.020]
4629 [D loss: -0.009 R -0.046 F 0.027][G loss: -0.017]
4630 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.022]
4631 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.016]
4632 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.023]
4633 [D loss: -0.009 R -0.049 F 0.030][G loss: -0.021]
4634 [D loss: -0.003 R -0.035 F 0.028][G loss: -0.018]
4635 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.015]
4636 [D loss: -0.006 R -0.032 F 0.020][G loss: -0.011]
4637 [D loss: -0.004 R -0.034 F 0.026][G loss: -0.011]
4638 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.014]
4639 [D loss: -0.008 R -0.041 F 0.026][G loss: -0.013]
4640 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.016]
4641 [D loss: -0.009 R -0.048 F 0.030][G loss: -0.014]
4642 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.009]
4643 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.012]
4644 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.011]
4645 [D loss: -0.010 R -0.037 F 0.018][G loss: -0.013]
4646 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.017]
4647 [D loss: -0.008 R -0.044 F 0.027][G loss: -0.019]
4648 [D loss: -0.002 R -0.038 F 0.035][G loss: -0.020]
4649 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.021]
4650 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.019]
4651 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.017]
4652 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.023]
4653 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.023]
4654 [D loss: -0.009 R -0.048 F 0.031][G loss: -0.017]
4655 [D loss: -0.009 R -0.050 F 0.031][G loss: -0.020]
4656 [D loss: -0.005 R -0.045 F 0.036][G loss: -0.019]
4657 [D loss: -0.005 R -0.042 F 0.033][G loss: -0.021]
4658 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.019]
4659 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.018]
4660 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.019]
4661 [D loss: -0.007 R -0.045 F 0.030][G loss: -0.019]
4662 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.024]
4663 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.027]
4664 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.023]
4665 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.015]
4666 [D loss: -0.010 R -0.054 F 0.033][G loss: -0.023]
4667 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.024]
4668 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.023]
4669 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.022]
4670 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.016]
4671 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.018]
4672 [D loss: -0.008 R -0.045 F 0.028][G loss: -0.018]
4673 [D loss: -0.008 R -0.037 F 0.021][G loss: -0.015]
4674 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.016]
4675 [D loss: -0.011 R -0.045 F 0.023][G loss: -0.016]
4676 [D loss: -0.009 R -0.043 F 0.024][G loss: -0.021]
4677 [D loss: -0.009 R -0.048 F 0.029][G loss: -0.023]
4678 [D loss: -0.009 R -0.052 F 0.035][G loss: -0.023]
4679 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.021]
4680 [D loss: -0.002 R -0.041 F 0.037][G loss: -0.025]
4681 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.016]
4682 [D loss: -0.008 R -0.033 F 0.017][G loss: -0.007]
4683 [D loss: -0.011 R -0.038 F 0.016][G loss: -0.007]
4684 [D loss: -0.008 R -0.036 F 0.021][G loss: -0.007]
4685 [D loss: -0.003 R -0.037 F 0.030][G loss: -0.013]
4686 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.011]
4687 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.014]
4688 [D loss: -0.010 R -0.038 F 0.017][G loss: -0.007]
4689 [D loss: -0.009 R -0.040 F 0.022][G loss: -0.011]
4690 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.017]
4691 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.019]
4692 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.016]
4693 [D loss: -0.010 R -0.046 F 0.027][G loss: -0.016]
4694 [D loss: -0.016 R -0.056 F 0.025][G loss: -0.021]
4695 [D loss: -0.007 R -0.053 F 0.040][G loss: -0.026]
4696 [D loss: -0.002 R -0.044 F 0.040][G loss: -0.024]
4697 [D loss: -0.004 R -0.051 F 0.044][G loss: -0.025]
4698 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.027]
4699 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.022]
4700 [D loss: -0.004 R -0.049 F 0.040][G loss: -0.021]
4701 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.018]
4702 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.021]
4703 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.019]
4704 [D loss: -0.003 R -0.035 F 0.030][G loss: -0.024]
4705 [D loss: -0.008 R -0.047 F 0.032][G loss: -0.021]
4706 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.010]
4707 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.013]
4708 [D loss: -0.008 R -0.033 F 0.016][G loss: -0.007]
4709 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.012]
4710 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.016]
4711 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.019]
4712 [D loss: -0.005 R -0.046 F 0.035][G loss: -0.026]
4713 [D loss: -0.005 R -0.050 F 0.039][G loss: -0.030]
4714 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.012]
4715 [D loss: -0.009 R -0.045 F 0.026][G loss: -0.013]
4716 [D loss: -0.006 R -0.040 F 0.027][G loss: -0.014]
4717 [D loss: -0.008 R -0.039 F 0.022][G loss: -0.018]
4718 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.021]
4719 [D loss: -0.002 R -0.042 F 0.038][G loss: -0.025]
4720 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.017]
4721 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.012]
4722 [D loss: -0.010 R -0.040 F 0.020][G loss: -0.006]
4723 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.011]
4724 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.017]
4725 [D loss: -0.003 R -0.036 F 0.031][G loss: -0.016]
4726 [D loss: -0.005 R -0.036 F 0.027][G loss: -0.012]
4727 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
4728 [D loss: -0.010 R -0.044 F 0.024][G loss: -0.018]
4729 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.023]
4730 [D loss: -0.005 R -0.047 F 0.038][G loss: -0.028]
4731 [D loss: -0.004 R -0.044 F 0.037][G loss: -0.022]
4732 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.020]
4733 [D loss: -0.006 R -0.052 F 0.040][G loss: -0.023]
4734 [D loss: -0.010 R -0.052 F 0.033][G loss: -0.025]
4735 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.021]
4736 [D loss: -0.007 R -0.051 F 0.036][G loss: -0.024]
4737 [D loss: -0.003 R -0.052 F 0.047][G loss: -0.027]
4738 [D loss: -0.005 R -0.051 F 0.042][G loss: -0.031]
4739 [D loss: -0.006 R -0.051 F 0.039][G loss: -0.026]
4740 [D loss: -0.009 R -0.053 F 0.035][G loss: -0.024]
4741 [D loss: -0.010 R -0.051 F 0.031][G loss: -0.021]
4742 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.024]
4743 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.019]
4744 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.015]
4745 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.011]
4746 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.015]
4747 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.013]
4748 [D loss: -0.005 R -0.031 F 0.022][G loss: -0.015]
4749 [D loss: -0.006 R -0.038 F 0.025][G loss: -0.018]
4750 [D loss: -0.002 R -0.035 F 0.032][G loss: -0.015]
4751 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.015]
4752 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.022]
4753 [D loss: -0.008 R -0.047 F 0.032][G loss: -0.020]
4754 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.022]
4755 [D loss: -0.004 R -0.044 F 0.037][G loss: -0.021]
4756 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.024]
4757 [D loss: -0.003 R -0.050 F 0.044][G loss: -0.026]
4758 [D loss: -0.009 R -0.049 F 0.032][G loss: -0.021]
4759 [D loss: -0.004 R -0.048 F 0.041][G loss: -0.026]
4760 [D loss: -0.004 R -0.046 F 0.038][G loss: -0.029]
4761 [D loss: -0.007 R -0.051 F 0.036][G loss: -0.021]
4762 [D loss: -0.011 R -0.053 F 0.030][G loss: -0.024]
4763 [D loss: -0.010 R -0.053 F 0.033][G loss: -0.018]
4764 [D loss: -0.005 R -0.052 F 0.041][G loss: -0.024]
4765 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.025]
4766 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.022]
4767 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.019]
4768 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.017]
4769 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.010]
4770 [D loss: -0.004 R -0.034 F 0.026][G loss: -0.015]
4771 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.013]
4772 [D loss: -0.002 R -0.038 F 0.033][G loss: -0.015]
4773 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.011]
4774 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.013]
4775 [D loss: -0.009 R -0.045 F 0.026][G loss: -0.017]
4776 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.020]
4777 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.021]
4778 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.019]
4779 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.016]
4780 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.018]
4781 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.022]
4782 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.019]
4783 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.017]
4784 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.012]
4785 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.018]
4786 [D loss: -0.004 R -0.040 F 0.032][G loss: -0.018]
4787 [D loss: -0.009 R -0.041 F 0.023][G loss: -0.008]
4788 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.022]
4789 [D loss: -0.004 R -0.041 F 0.034][G loss: -0.019]
4790 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.023]
4791 [D loss: -0.009 R -0.051 F 0.032][G loss: -0.023]
4792 [D loss: -0.002 R -0.051 F 0.047][G loss: -0.032]
4793 [D loss: -0.003 R -0.045 F 0.038][G loss: -0.026]
4794 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.020]
4795 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.020]
4796 [D loss: -0.002 R -0.040 F 0.036][G loss: -0.027]
4797 [D loss: -0.003 R -0.042 F 0.035][G loss: -0.021]
4798 [D loss: -0.008 R -0.043 F 0.026][G loss: -0.018]
4799 [D loss: -0.008 R -0.041 F 0.026][G loss: -0.014]
4800 [D loss: -0.001 R -0.038 F 0.036][G loss: -0.018]
4801 [D loss: -0.010 R -0.048 F 0.028][G loss: -0.013]
4802 [D loss: -0.011 R -0.043 F 0.021][G loss: -0.009]
4803 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.014]
4804 [D loss: -0.010 R -0.049 F 0.029][G loss: -0.021]
4805 [D loss: -0.011 R -0.051 F 0.030][G loss: -0.024]
4806 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.022]
4807 [D loss: -0.003 R -0.040 F 0.035][G loss: -0.019]
4808 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.018]
4809 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.012]
4810 [D loss: -0.005 R -0.033 F 0.024][G loss: -0.007]
4811 [D loss: -0.006 R -0.031 F 0.019][G loss: -0.005]
4812 [D loss: -0.006 R -0.032 F 0.020][G loss: -0.006]
4813 [D loss: -0.003 R -0.028 F 0.022][G loss: -0.013]
4814 [D loss: -0.006 R -0.036 F 0.023][G loss: -0.007]
4815 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.013]
4816 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.018]
4817 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.017]
4818 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.015]
4819 [D loss: -0.009 R -0.049 F 0.032][G loss: -0.017]
4820 [D loss: -0.007 R -0.051 F 0.037][G loss: -0.023]
4821 [D loss: -0.009 R -0.054 F 0.037][G loss: -0.027]
4822 [D loss: -0.001 R -0.047 F 0.045][G loss: -0.026]
4823 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.029]
4824 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.025]
4825 [D loss: -0.006 R -0.050 F 0.037][G loss: -0.026]
4826 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.030]
4827 [D loss: -0.004 R -0.053 F 0.045][G loss: -0.028]
4828 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.021]
4829 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.023]
4830 [D loss: -0.007 R -0.052 F 0.038][G loss: -0.025]
4831 [D loss: -0.002 R -0.046 F 0.041][G loss: -0.024]
4832 [D loss: -0.004 R -0.054 F 0.045][G loss: -0.025]
4833 [D loss: -0.006 R -0.049 F 0.037][G loss: -0.022]
4834 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.023]
4835 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.020]
4836 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.020]
4837 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.021]
4838 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.016]
4839 [D loss: -0.009 R -0.042 F 0.025][G loss: -0.015]
4840 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.015]
4841 [D loss: -0.005 R -0.033 F 0.024][G loss: -0.021]
4842 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.017]
4843 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.016]
4844 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.011]
4845 [D loss: -0.008 R -0.037 F 0.022][G loss: -0.019]
4846 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.020]
4847 [D loss: -0.003 R -0.044 F 0.038][G loss: -0.016]
4848 [D loss: -0.008 R -0.049 F 0.032][G loss: -0.016]
4849 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.011]
4850 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.017]
4851 [D loss: -0.010 R -0.046 F 0.027][G loss: -0.018]
4852 [D loss: -0.003 R -0.047 F 0.042][G loss: -0.026]
4853 [D loss: -0.003 R -0.049 F 0.043][G loss: -0.024]
4854 [D loss: -0.005 R -0.049 F 0.039][G loss: -0.024]
4855 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.022]
4856 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.024]
4857 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.017]
4858 [D loss: -0.003 R -0.041 F 0.034][G loss: -0.022]
4859 [D loss: -0.006 R -0.047 F 0.034][G loss: -0.022]
4860 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.022]
4861 [D loss: -0.009 R -0.044 F 0.027][G loss: -0.018]
4862 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.020]
4863 [D loss: -0.003 R -0.048 F 0.041][G loss: -0.021]
4864 [D loss: -0.007 R -0.041 F 0.026][G loss: -0.016]
4865 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.016]
4866 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.019]
4867 [D loss: -0.010 R -0.046 F 0.025][G loss: -0.016]
4868 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.017]
4869 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.017]
4870 [D loss: -0.007 R -0.040 F 0.027][G loss: -0.012]
4871 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.021]
4872 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.014]
4873 [D loss: -0.010 R -0.043 F 0.024][G loss: -0.014]
4874 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.019]
4875 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.011]
4876 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.017]
4877 [D loss: -0.005 R -0.042 F 0.031][G loss: -0.018]
4878 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.021]
4879 [D loss: -0.005 R -0.044 F 0.035][G loss: -0.022]
4880 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.017]
4881 [D loss: -0.009 R -0.048 F 0.031][G loss: -0.020]
4882 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.022]
4883 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.022]
4884 [D loss: -0.003 R -0.043 F 0.038][G loss: -0.021]
4885 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.024]
4886 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.016]
4887 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.024]
4888 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.023]
4889 [D loss: -0.003 R -0.042 F 0.035][G loss: -0.021]
4890 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.017]
4891 [D loss: -0.001 R -0.039 F 0.037][G loss: -0.016]
4892 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.018]
4893 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.019]
4894 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.015]
4895 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.014]
4896 [D loss: -0.005 R -0.032 F 0.023][G loss: -0.012]
4897 [D loss: -0.006 R -0.035 F 0.023][G loss: -0.013]
4898 [D loss: -0.007 R -0.037 F 0.022][G loss: -0.011]
4899 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.020]
4900 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.020]
4901 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.012]
4902 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.014]
4903 [D loss: -0.006 R -0.037 F 0.026][G loss: -0.013]
4904 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.014]
4905 [D loss: -0.005 R -0.033 F 0.024][G loss: -0.013]
4906 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.011]
4907 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.014]
4908 [D loss: -0.004 R -0.041 F 0.034][G loss: -0.016]
4909 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.021]
4910 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.019]
4911 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.018]
4912 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.023]
4913 [D loss: -0.006 R -0.049 F 0.036][G loss: -0.022]
4914 [D loss: -0.004 R -0.048 F 0.040][G loss: -0.023]
4915 [D loss: -0.006 R -0.045 F 0.032][G loss: -0.023]
4916 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.025]
4917 [D loss: -0.003 R -0.044 F 0.038][G loss: -0.023]
4918 [D loss: -0.004 R -0.043 F 0.035][G loss: -0.021]
4919 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.022]
4920 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.018]
4921 [D loss: -0.004 R -0.038 F 0.031][G loss: -0.021]
4922 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.016]
4923 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.016]
4924 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.011]
4925 [D loss: -0.009 R -0.042 F 0.024][G loss: -0.008]
4926 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.015]
4927 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.010]
4928 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.018]
4929 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.012]
4930 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.013]
4931 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.014]
4932 [D loss: -0.009 R -0.039 F 0.020][G loss: -0.012]
4933 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.013]
4934 [D loss: -0.007 R -0.040 F 0.027][G loss: -0.017]
4935 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.013]
4936 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.019]
4937 [D loss: -0.003 R -0.035 F 0.030][G loss: -0.016]
4938 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.016]
4939 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.013]
4940 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.014]
4941 [D loss: -0.009 R -0.044 F 0.027][G loss: -0.014]
4942 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.016]
4943 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.017]
4944 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.014]
4945 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.016]
4946 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.021]
4947 [D loss: -0.004 R -0.040 F 0.032][G loss: -0.020]
4948 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.020]
4949 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.015]
4950 [D loss: -0.005 R -0.036 F 0.027][G loss: -0.013]
4951 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.013]
4952 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.016]
4953 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.018]
4954 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.013]
4955 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.013]
4956 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.016]
4957 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.013]
4958 [D loss: -0.008 R -0.034 F 0.018][G loss: -0.013]
4959 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.018]
4960 [D loss: -0.005 R -0.034 F 0.024][G loss: -0.018]
4961 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.019]
4962 [D loss: -0.008 R -0.046 F 0.031][G loss: -0.018]
4963 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.020]
4964 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.018]
4965 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.020]
4966 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.022]
4967 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.017]
4968 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.026]
4969 [D loss: -0.006 R -0.046 F 0.033][G loss: -0.022]
4970 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.019]
4971 [D loss: -0.005 R -0.044 F 0.034][G loss: -0.018]
4972 [D loss: -0.009 R -0.045 F 0.027][G loss: -0.021]
4973 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.018]
4974 [D loss: -0.007 R -0.040 F 0.025][G loss: -0.013]
4975 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.018]
4976 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.014]
4977 [D loss: -0.006 R -0.038 F 0.025][G loss: -0.010]
4978 [D loss: -0.003 R -0.033 F 0.026][G loss: -0.008]
4979 [D loss: -0.005 R -0.034 F 0.025][G loss: -0.014]
4980 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.012]
4981 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.011]
4982 [D loss: -0.009 R -0.046 F 0.028][G loss: -0.017]
4983 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.018]
4984 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.021]
4985 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.017]
4986 [D loss: -0.002 R -0.037 F 0.033][G loss: -0.016]
4987 [D loss: -0.002 R -0.038 F 0.033][G loss: -0.020]
4988 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.020]
4989 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.015]
4990 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.013]
4991 [D loss: -0.004 R -0.029 F 0.020][G loss: -0.011]
4992 [D loss: -0.010 R -0.034 F 0.013][G loss: -0.009]
4993 [D loss: -0.004 R -0.030 F 0.022][G loss: -0.007]
4994 [D loss: -0.006 R -0.034 F 0.022][G loss: -0.014]
4995 [D loss: -0.003 R -0.035 F 0.028][G loss: -0.019]
4996 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.016]
4997 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.015]
4998 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.016]
4999 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.017]
5000 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.017]
5001 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.014]
5002 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.017]
5003 [D loss: -0.007 R -0.046 F 0.033][G loss: -0.018]
5004 [D loss: -0.006 R -0.044 F 0.033][G loss: -0.024]
5005 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.019]
5006 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.016]
5007 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.018]
5008 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.017]
5009 [D loss: -0.009 R -0.046 F 0.029][G loss: -0.022]
5010 [D loss: -0.008 R -0.049 F 0.034][G loss: -0.022]
5011 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.015]
5012 [D loss: -0.010 R -0.038 F 0.017][G loss: -0.013]
5013 [D loss: -0.004 R -0.037 F 0.028][G loss: -0.017]
5014 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.017]
5015 [D loss: -0.008 R -0.039 F 0.024][G loss: -0.010]
5016 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.019]
5017 [D loss: -0.004 R -0.040 F 0.032][G loss: -0.013]
5018 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.014]
5019 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.016]
5020 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.016]
5021 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.019]
5022 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.017]
5023 [D loss: -0.002 R -0.039 F 0.034][G loss: -0.015]
5024 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.021]
5025 [D loss: -0.009 R -0.041 F 0.024][G loss: -0.017]
5026 [D loss: -0.009 R -0.047 F 0.029][G loss: -0.017]
5027 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.018]
5028 [D loss: -0.007 R -0.045 F 0.032][G loss: -0.024]
5029 [D loss: -0.000 R -0.038 F 0.038][G loss: -0.022]
5030 [D loss: -0.002 R -0.039 F 0.035][G loss: -0.019]
5031 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.018]
5032 [D loss: -0.006 R -0.045 F 0.033][G loss: -0.021]
5033 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.022]
5034 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.022]
5035 [D loss: -0.008 R -0.037 F 0.022][G loss: -0.014]
5036 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.020]
5037 [D loss: 0.000 R -0.040 F 0.041][G loss: -0.023]
5038 [D loss: -0.003 R -0.041 F 0.035][G loss: -0.020]
5039 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.016]
5040 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.019]
5041 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.023]
5042 [D loss: -0.002 R -0.035 F 0.031][G loss: -0.019]
5043 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.015]
5044 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.010]
5045 [D loss: -0.002 R -0.031 F 0.028][G loss: -0.016]
5046 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.018]
5047 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.010]
5048 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.011]
5049 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.012]
5050 [D loss: -0.004 R -0.037 F 0.030][G loss: -0.013]
5051 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.016]
5052 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.015]
5053 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.017]
5054 [D loss: -0.008 R -0.043 F 0.028][G loss: -0.023]
5055 [D loss: -0.006 R -0.048 F 0.035][G loss: -0.027]
5056 [D loss: -0.003 R -0.048 F 0.041][G loss: -0.027]
5057 [D loss: -0.006 R -0.051 F 0.038][G loss: -0.026]
5058 [D loss: -0.006 R -0.047 F 0.036][G loss: -0.024]
5059 [D loss: -0.011 R -0.051 F 0.030][G loss: -0.019]
5060 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.020]
5061 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.016]
5062 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.014]
5063 [D loss: -0.005 R -0.033 F 0.023][G loss: -0.013]
5064 [D loss: -0.006 R -0.034 F 0.023][G loss: -0.009]
5065 [D loss: -0.002 R -0.029 F 0.025][G loss: -0.012]
5066 [D loss: -0.002 R -0.033 F 0.029][G loss: -0.014]
5067 [D loss: -0.004 R -0.033 F 0.025][G loss: -0.012]
5068 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.011]
5069 [D loss: -0.004 R -0.030 F 0.023][G loss: -0.014]
5070 [D loss: -0.008 R -0.038 F 0.022][G loss: -0.016]
5071 [D loss: -0.008 R -0.049 F 0.032][G loss: -0.019]
5072 [D loss: -0.009 R -0.050 F 0.032][G loss: -0.019]
5073 [D loss: -0.007 R -0.048 F 0.033][G loss: -0.027]
5074 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.024]
5075 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.022]
5076 [D loss: -0.003 R -0.045 F 0.039][G loss: -0.025]
5077 [D loss: -0.005 R -0.048 F 0.037][G loss: -0.024]
5078 [D loss: -0.005 R -0.051 F 0.040][G loss: -0.020]
5079 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.022]
5080 [D loss: -0.003 R -0.040 F 0.033][G loss: -0.020]
5081 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.015]
5082 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.019]
5083 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.014]
5084 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.013]
5085 [D loss: -0.007 R -0.033 F 0.020][G loss: -0.010]
5086 [D loss: -0.007 R -0.032 F 0.018][G loss: -0.011]
5087 [D loss: -0.008 R -0.034 F 0.018][G loss: -0.005]
5088 [D loss: -0.006 R -0.032 F 0.020][G loss: -0.011]
5089 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.015]
5090 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.021]
5091 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.023]
5092 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.020]
5093 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.019]
5094 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.024]
5095 [D loss: -0.007 R -0.047 F 0.034][G loss: -0.021]
5096 [D loss: -0.005 R -0.048 F 0.038][G loss: -0.022]
5097 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.017]
5098 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.019]
5099 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.015]
5100 [D loss: -0.009 R -0.042 F 0.024][G loss: -0.013]
5101 [D loss: -0.002 R -0.036 F 0.032][G loss: -0.018]
5102 [D loss: -0.004 R -0.040 F 0.031][G loss: -0.013]
5103 [D loss: -0.009 R -0.039 F 0.020][G loss: -0.012]
5104 [D loss: -0.007 R -0.032 F 0.018][G loss: -0.011]
5105 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.015]
5106 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.015]
5107 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.024]
5108 [D loss: -0.007 R -0.051 F 0.036][G loss: -0.029]
5109 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.018]
5110 [D loss: -0.003 R -0.038 F 0.032][G loss: -0.017]
5111 [D loss: -0.002 R -0.036 F 0.031][G loss: -0.016]
5112 [D loss: -0.007 R -0.040 F 0.025][G loss: -0.010]
5113 [D loss: -0.008 R -0.037 F 0.021][G loss: -0.012]
5114 [D loss: -0.006 R -0.039 F 0.026][G loss: -0.017]
5115 [D loss: -0.002 R -0.035 F 0.031][G loss: -0.020]
5116 [D loss: -0.002 R -0.038 F 0.034][G loss: -0.019]
5117 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.015]
5118 [D loss: -0.008 R -0.041 F 0.024][G loss: -0.010]
5119 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.013]
5120 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.015]
5121 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.018]
5122 [D loss: -0.005 R -0.034 F 0.023][G loss: -0.020]
5123 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.019]
5124 [D loss: -0.005 R -0.034 F 0.024][G loss: -0.019]
5125 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.019]
5126 [D loss: -0.011 R -0.051 F 0.029][G loss: -0.023]
5127 [D loss: -0.007 R -0.049 F 0.034][G loss: -0.021]
5128 [D loss: -0.010 R -0.046 F 0.025][G loss: -0.020]
5129 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.020]
5130 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.014]
5131 [D loss: -0.009 R -0.048 F 0.030][G loss: -0.020]
5132 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.018]
5133 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.020]
5134 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.014]
5135 [D loss: -0.005 R -0.031 F 0.022][G loss: -0.012]
5136 [D loss: -0.006 R -0.034 F 0.022][G loss: -0.010]
5137 [D loss: -0.004 R -0.036 F 0.027][G loss: -0.015]
5138 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.016]
5139 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
5140 [D loss: -0.008 R -0.043 F 0.026][G loss: -0.020]
5141 [D loss: -0.003 R -0.042 F 0.037][G loss: -0.017]
5142 [D loss: -0.008 R -0.046 F 0.031][G loss: -0.021]
5143 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.024]
5144 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.019]
5145 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.020]
5146 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.022]
5147 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.016]
5148 [D loss: -0.004 R -0.033 F 0.025][G loss: -0.011]
5149 [D loss: -0.007 R -0.033 F 0.020][G loss: -0.010]
5150 [D loss: -0.003 R -0.037 F 0.030][G loss: -0.017]
5151 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.009]
5152 [D loss: -0.005 R -0.031 F 0.022][G loss: -0.011]
5153 [D loss: -0.008 R -0.033 F 0.017][G loss: -0.011]
5154 [D loss: -0.008 R -0.037 F 0.022][G loss: -0.013]
5155 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.011]
5156 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.016]
5157 [D loss: -0.011 R -0.047 F 0.026][G loss: -0.018]
5158 [D loss: -0.009 R -0.042 F 0.024][G loss: -0.021]
5159 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.017]
5160 [D loss: -0.007 R -0.040 F 0.027][G loss: -0.019]
5161 [D loss: -0.006 R -0.043 F 0.032][G loss: -0.019]
5162 [D loss: -0.010 R -0.043 F 0.024][G loss: -0.017]
5163 [D loss: -0.001 R -0.038 F 0.036][G loss: -0.020]
5164 [D loss: -0.004 R -0.045 F 0.038][G loss: -0.022]
5165 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.022]
5166 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.019]
5167 [D loss: -0.009 R -0.045 F 0.026][G loss: -0.019]
5168 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.018]
5169 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.018]
5170 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.019]
5171 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.020]
5172 [D loss: -0.002 R -0.036 F 0.032][G loss: -0.019]
5173 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.015]
5174 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.011]
5175 [D loss: -0.009 R -0.042 F 0.023][G loss: -0.012]
5176 [D loss: -0.009 R -0.043 F 0.026][G loss: -0.020]
5177 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.022]
5178 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.009]
5179 [D loss: -0.009 R -0.042 F 0.024][G loss: -0.014]
5180 [D loss: -0.005 R -0.035 F 0.024][G loss: -0.014]
5181 [D loss: -0.002 R -0.030 F 0.025][G loss: -0.013]
5182 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.014]
5183 [D loss: -0.008 R -0.038 F 0.023][G loss: -0.014]
5184 [D loss: -0.007 R -0.034 F 0.020][G loss: -0.016]
5185 [D loss: -0.001 R -0.039 F 0.036][G loss: -0.016]
5186 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.016]
5187 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.012]
5188 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.015]
5189 [D loss: -0.008 R -0.037 F 0.020][G loss: -0.015]
5190 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.012]
5191 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.013]
5192 [D loss: -0.003 R -0.031 F 0.025][G loss: -0.011]
5193 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.013]
5194 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.013]
5195 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
5196 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.021]
5197 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.018]
5198 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.017]
5199 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.014]
5200 [D loss: -0.008 R -0.033 F 0.017][G loss: -0.014]
5201 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.016]
5202 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.011]
5203 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.013]
5204 [D loss: -0.006 R -0.035 F 0.023][G loss: -0.020]
5205 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.018]
5206 [D loss: -0.008 R -0.041 F 0.024][G loss: -0.015]
5207 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.017]
5208 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.019]
5209 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.016]
5210 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.015]
5211 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
5212 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.021]
5213 [D loss: -0.009 R -0.047 F 0.030][G loss: -0.016]
5214 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.016]
5215 [D loss: -0.003 R -0.044 F 0.038][G loss: -0.020]
5216 [D loss: -0.006 R -0.046 F 0.035][G loss: -0.020]
5217 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.013]
5218 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.019]
5219 [D loss: -0.010 R -0.044 F 0.025][G loss: -0.024]
5220 [D loss: -0.008 R -0.045 F 0.030][G loss: -0.022]
5221 [D loss: -0.003 R -0.043 F 0.038][G loss: -0.028]
5222 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.025]
5223 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.020]
5224 [D loss: -0.002 R -0.041 F 0.037][G loss: -0.027]
5225 [D loss: -0.004 R -0.044 F 0.035][G loss: -0.021]
5226 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.021]
5227 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.022]
5228 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.018]
5229 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.011]
5230 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.015]
5231 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.015]
5232 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.009]
5233 [D loss: -0.008 R -0.037 F 0.022][G loss: -0.011]
5234 [D loss: -0.006 R -0.031 F 0.019][G loss: -0.007]
5235 [D loss: -0.004 R -0.033 F 0.024][G loss: -0.014]
5236 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.018]
5237 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.021]
5238 [D loss: -0.009 R -0.045 F 0.028][G loss: -0.018]
5239 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.017]
5240 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.020]
5241 [D loss: -0.006 R -0.048 F 0.036][G loss: -0.025]
5242 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.018]
5243 [D loss: -0.003 R -0.040 F 0.034][G loss: -0.019]
5244 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.019]
5245 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.015]
5246 [D loss: -0.010 R -0.039 F 0.020][G loss: -0.010]
5247 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.012]
5248 [D loss: -0.009 R -0.041 F 0.023][G loss: -0.011]
5249 [D loss: -0.006 R -0.044 F 0.031][G loss: -0.018]
5250 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.023]
5251 [D loss: -0.012 R -0.050 F 0.027][G loss: -0.022]
5252 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.024]
5253 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.023]
5254 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.023]
5255 [D loss: -0.001 R -0.036 F 0.035][G loss: -0.023]
5256 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.023]
5257 [D loss: -0.005 R -0.044 F 0.033][G loss: -0.020]
5258 [D loss: -0.010 R -0.041 F 0.021][G loss: -0.013]
5259 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.009]
5260 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.014]
5261 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.017]
5262 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.022]
5263 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.016]
5264 [D loss: -0.009 R -0.046 F 0.029][G loss: -0.019]
5265 [D loss: -0.009 R -0.040 F 0.022][G loss: -0.018]
5266 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.016]
5267 [D loss: -0.010 R -0.044 F 0.025][G loss: -0.018]
5268 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.025]
5269 [D loss: -0.008 R -0.047 F 0.031][G loss: -0.024]
5270 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.019]
5271 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.025]
5272 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.022]
5273 [D loss: -0.008 R -0.045 F 0.028][G loss: -0.014]
5274 [D loss: -0.002 R -0.039 F 0.035][G loss: -0.018]
5275 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.025]
5276 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.020]
5277 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.016]
5278 [D loss: -0.008 R -0.035 F 0.018][G loss: -0.011]
5279 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.016]
5280 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.014]
5281 [D loss: -0.002 R -0.033 F 0.028][G loss: -0.015]
5282 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.017]
5283 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.017]
5284 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.015]
5285 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.015]
5286 [D loss: -0.009 R -0.046 F 0.029][G loss: -0.018]
5287 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.020]
5288 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.021]
5289 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.019]
5290 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.017]
5291 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.015]
5292 [D loss: -0.005 R -0.031 F 0.021][G loss: -0.013]
5293 [D loss: -0.001 R -0.027 F 0.025][G loss: -0.012]
5294 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.017]
5295 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.020]
5296 [D loss: -0.002 R -0.039 F 0.035][G loss: -0.020]
5297 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.017]
5298 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.014]
5299 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.015]
5300 [D loss: -0.003 R -0.034 F 0.028][G loss: -0.009]
5301 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.011]
5302 [D loss: -0.007 R -0.035 F 0.021][G loss: -0.009]
5303 [D loss: -0.009 R -0.043 F 0.026][G loss: -0.015]
5304 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.023]
5305 [D loss: -0.009 R -0.049 F 0.031][G loss: -0.023]
5306 [D loss: -0.008 R -0.050 F 0.035][G loss: -0.024]
5307 [D loss: -0.007 R -0.048 F 0.034][G loss: -0.023]
5308 [D loss: -0.007 R -0.050 F 0.036][G loss: -0.025]
5309 [D loss: -0.005 R -0.049 F 0.039][G loss: -0.026]
5310 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.028]
5311 [D loss: -0.005 R -0.040 F 0.031][G loss: -0.022]
5312 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.023]
5313 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.015]
5314 [D loss: -0.003 R -0.040 F 0.033][G loss: -0.018]
5315 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.022]
5316 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.018]
5317 [D loss: -0.008 R -0.036 F 0.019][G loss: -0.009]
5318 [D loss: -0.007 R -0.035 F 0.020][G loss: -0.006]
5319 [D loss: -0.006 R -0.033 F 0.022][G loss: -0.009]
5320 [D loss: -0.009 R -0.037 F 0.020][G loss: -0.010]
5321 [D loss: -0.004 R -0.033 F 0.024][G loss: -0.015]
5322 [D loss: -0.010 R -0.036 F 0.016][G loss: -0.011]
5323 [D loss: -0.001 R -0.037 F 0.034][G loss: -0.016]
5324 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.010]
5325 [D loss: -0.005 R -0.028 F 0.018][G loss: -0.009]
5326 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.014]
5327 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.013]
5328 [D loss: -0.005 R -0.034 F 0.025][G loss: -0.015]
5329 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.015]
5330 [D loss: -0.008 R -0.037 F 0.020][G loss: -0.014]
5331 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.014]
5332 [D loss: -0.005 R -0.032 F 0.022][G loss: -0.016]
5333 [D loss: -0.001 R -0.030 F 0.028][G loss: -0.014]
5334 [D loss: -0.005 R -0.031 F 0.021][G loss: -0.015]
5335 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.017]
5336 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.019]
5337 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.021]
5338 [D loss: -0.008 R -0.046 F 0.030][G loss: -0.020]
5339 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.022]
5340 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.025]
5341 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.021]
5342 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.020]
5343 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.020]
5344 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.022]
5345 [D loss: -0.003 R -0.042 F 0.037][G loss: -0.024]
5346 [D loss: -0.003 R -0.036 F 0.031][G loss: -0.018]
5347 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.019]
5348 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.022]
5349 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.018]
5350 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.019]
5351 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.024]
5352 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.024]
5353 [D loss: -0.010 R -0.050 F 0.030][G loss: -0.023]
5354 [D loss: -0.006 R -0.050 F 0.038][G loss: -0.023]
5355 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.028]
5356 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.023]
5357 [D loss: -0.003 R -0.038 F 0.033][G loss: -0.018]
5358 [D loss: -0.007 R -0.043 F 0.028][G loss: -0.014]
5359 [D loss: -0.009 R -0.040 F 0.022][G loss: -0.015]
5360 [D loss: -0.002 R -0.032 F 0.027][G loss: -0.016]
5361 [D loss: -0.005 R -0.034 F 0.024][G loss: -0.015]
5362 [D loss: -0.003 R -0.032 F 0.026][G loss: -0.015]
5363 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.009]
5364 [D loss: -0.009 R -0.034 F 0.017][G loss: -0.009]
5365 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.009]
5366 [D loss: -0.009 R -0.042 F 0.025][G loss: -0.016]
5367 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.014]
5368 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.016]
5369 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.017]
5370 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.017]
5371 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.019]
5372 [D loss: -0.003 R -0.033 F 0.027][G loss: -0.015]
5373 [D loss: -0.009 R -0.040 F 0.022][G loss: -0.012]
5374 [D loss: -0.004 R -0.040 F 0.032][G loss: -0.019]
5375 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.018]
5376 [D loss: -0.002 R -0.032 F 0.028][G loss: -0.018]
5377 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
5378 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
5379 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.016]
5380 [D loss: -0.005 R -0.037 F 0.028][G loss: -0.016]
5381 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.019]
5382 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.016]
5383 [D loss: -0.009 R -0.045 F 0.026][G loss: -0.021]
5384 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.021]
5385 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.020]
5386 [D loss: -0.003 R -0.035 F 0.030][G loss: -0.023]
5387 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.019]
5388 [D loss: -0.007 R -0.043 F 0.029][G loss: -0.016]
5389 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.019]
5390 [D loss: -0.009 R -0.045 F 0.027][G loss: -0.020]
5391 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.020]
5392 [D loss: -0.002 R -0.040 F 0.035][G loss: -0.023]
5393 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.019]
5394 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.017]
5395 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.021]
5396 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.020]
5397 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.020]
5398 [D loss: -0.001 R -0.035 F 0.033][G loss: -0.019]
5399 [D loss: -0.007 R -0.034 F 0.020][G loss: -0.017]
5400 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.014]
5401 [D loss: 0.001 R -0.037 F 0.039][G loss: -0.018]
5402 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.020]
5403 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.014]
5404 [D loss: -0.005 R -0.042 F 0.031][G loss: -0.021]
5405 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.020]
5406 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.022]
5407 [D loss: -0.005 R -0.040 F 0.031][G loss: -0.020]
5408 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.012]
5409 [D loss: -0.004 R -0.031 F 0.023][G loss: -0.014]
5410 [D loss: -0.005 R -0.034 F 0.025][G loss: -0.009]
5411 [D loss: -0.003 R -0.029 F 0.022][G loss: -0.011]
5412 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.014]
5413 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.013]
5414 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.018]
5415 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.017]
5416 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.015]
5417 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.013]
5418 [D loss: -0.012 R -0.042 F 0.018][G loss: -0.014]
5419 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.020]
5420 [D loss: -0.010 R -0.045 F 0.024][G loss: -0.021]
5421 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.017]
5422 [D loss: -0.009 R -0.042 F 0.025][G loss: -0.013]
5423 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.013]
5424 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.015]
5425 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.015]
5426 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.022]
5427 [D loss: -0.004 R -0.043 F 0.036][G loss: -0.024]
5428 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.020]
5429 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.015]
5430 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.019]
5431 [D loss: -0.010 R -0.048 F 0.029][G loss: -0.017]
5432 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.021]
5433 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.018]
5434 [D loss: -0.007 R -0.043 F 0.030][G loss: -0.016]
5435 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.017]
5436 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.017]
5437 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.017]
5438 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.019]
5439 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.018]
5440 [D loss: -0.004 R -0.040 F 0.031][G loss: -0.018]
5441 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.018]
5442 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.015]
5443 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.014]
5444 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.016]
5445 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.016]
5446 [D loss: -0.003 R -0.034 F 0.028][G loss: -0.016]
5447 [D loss: -0.005 R -0.043 F 0.032][G loss: -0.018]
5448 [D loss: -0.004 R -0.043 F 0.036][G loss: -0.019]
5449 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.016]
5450 [D loss: -0.004 R -0.038 F 0.031][G loss: -0.019]
5451 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.019]
5452 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.023]
5453 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.021]
5454 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.023]
5455 [D loss: -0.008 R -0.050 F 0.034][G loss: -0.018]
5456 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.018]
5457 [D loss: -0.001 R -0.038 F 0.036][G loss: -0.021]
5458 [D loss: -0.001 R -0.029 F 0.026][G loss: -0.018]
5459 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.018]
5460 [D loss: -0.005 R -0.034 F 0.023][G loss: -0.010]
5461 [D loss: -0.004 R -0.029 F 0.021][G loss: -0.008]
5462 [D loss: -0.005 R -0.033 F 0.022][G loss: -0.011]
5463 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.015]
5464 [D loss: -0.004 R -0.031 F 0.024][G loss: -0.013]
5465 [D loss: -0.009 R -0.037 F 0.020][G loss: -0.012]
5466 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.018]
5467 [D loss: -0.004 R -0.031 F 0.023][G loss: -0.012]
5468 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.014]
5469 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.018]
5470 [D loss: -0.007 R -0.040 F 0.027][G loss: -0.020]
5471 [D loss: -0.012 R -0.043 F 0.019][G loss: -0.013]
5472 [D loss: -0.006 R -0.035 F 0.023][G loss: -0.014]
5473 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.014]
5474 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.016]
5475 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.019]
5476 [D loss: -0.007 R -0.038 F 0.023][G loss: -0.010]
5477 [D loss: -0.003 R -0.032 F 0.026][G loss: -0.014]
5478 [D loss: -0.006 R -0.035 F 0.023][G loss: -0.014]
5479 [D loss: -0.007 R -0.035 F 0.020][G loss: -0.013]
5480 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.014]
5481 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.015]
5482 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.016]
5483 [D loss: -0.009 R -0.043 F 0.026][G loss: -0.018]
5484 [D loss: -0.005 R -0.036 F 0.027][G loss: -0.014]
5485 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.015]
5486 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.014]
5487 [D loss: -0.009 R -0.048 F 0.030][G loss: -0.014]
5488 [D loss: -0.004 R -0.044 F 0.037][G loss: -0.023]
5489 [D loss: -0.002 R -0.039 F 0.034][G loss: -0.020]
5490 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.016]
5491 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.014]
5492 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.018]
5493 [D loss: -0.002 R -0.040 F 0.035][G loss: -0.024]
5494 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.017]
5495 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.020]
5496 [D loss: -0.004 R -0.034 F 0.026][G loss: -0.017]
5497 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.015]
5498 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.018]
5499 [D loss: -0.008 R -0.042 F 0.025][G loss: -0.022]
5500 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.020]
5501 [D loss: -0.011 R -0.039 F 0.017][G loss: -0.010]
5502 [D loss: -0.008 R -0.048 F 0.032][G loss: -0.013]
5503 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.017]
5504 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.018]
5505 [D loss: -0.003 R -0.044 F 0.037][G loss: -0.022]
5506 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.018]
5507 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.013]
5508 [D loss: -0.002 R -0.031 F 0.027][G loss: -0.013]
5509 [D loss: -0.003 R -0.031 F 0.025][G loss: -0.013]
5510 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.014]
5511 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.016]
5512 [D loss: -0.003 R -0.033 F 0.026][G loss: -0.017]
5513 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.017]
5514 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.018]
5515 [D loss: -0.005 R -0.042 F 0.033][G loss: -0.018]
5516 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.016]
5517 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.014]
5518 [D loss: -0.007 R -0.035 F 0.022][G loss: -0.011]
5519 [D loss: -0.005 R -0.033 F 0.023][G loss: -0.011]
5520 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.014]
5521 [D loss: -0.008 R -0.037 F 0.021][G loss: -0.016]
5522 [D loss: -0.008 R -0.036 F 0.021][G loss: -0.011]
5523 [D loss: -0.004 R -0.035 F 0.026][G loss: -0.014]
5524 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.016]
5525 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.013]
5526 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.016]
5527 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.013]
5528 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.014]
5529 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.016]
5530 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.017]
5531 [D loss: -0.003 R -0.039 F 0.034][G loss: -0.022]
5532 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.019]
5533 [D loss: -0.010 R -0.043 F 0.022][G loss: -0.016]
5534 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.019]
5535 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.016]
5536 [D loss: -0.004 R -0.040 F 0.033][G loss: -0.021]
5537 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.023]
5538 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.022]
5539 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.020]
5540 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.020]
5541 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.021]
5542 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.014]
5543 [D loss: -0.004 R -0.034 F 0.025][G loss: -0.012]
5544 [D loss: -0.005 R -0.030 F 0.020][G loss: -0.007]
5545 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.014]
5546 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.013]
5547 [D loss: -0.007 R -0.037 F 0.024][G loss: -0.016]
5548 [D loss: -0.004 R -0.035 F 0.028][G loss: -0.020]
5549 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.019]
5550 [D loss: -0.006 R -0.040 F 0.028][G loss: -0.015]
5551 [D loss: -0.009 R -0.040 F 0.022][G loss: -0.015]
5552 [D loss: -0.004 R -0.037 F 0.028][G loss: -0.017]
5553 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.018]
5554 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.012]
5555 [D loss: -0.005 R -0.040 F 0.030][G loss: -0.020]
5556 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.021]
5557 [D loss: -0.003 R -0.041 F 0.034][G loss: -0.020]
5558 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.023]
5559 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.018]
5560 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.019]
5561 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.020]
5562 [D loss: -0.006 R -0.042 F 0.031][G loss: -0.019]
5563 [D loss: -0.005 R -0.046 F 0.036][G loss: -0.026]
5564 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.024]
5565 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.021]
5566 [D loss: -0.004 R -0.041 F 0.032][G loss: -0.011]
5567 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.013]
5568 [D loss: -0.002 R -0.036 F 0.031][G loss: -0.012]
5569 [D loss: -0.010 R -0.043 F 0.023][G loss: -0.014]
5570 [D loss: -0.008 R -0.042 F 0.026][G loss: -0.014]
5571 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.013]
5572 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.014]
5573 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.014]
5574 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.017]
5575 [D loss: -0.009 R -0.044 F 0.026][G loss: -0.013]
5576 [D loss: -0.003 R -0.036 F 0.031][G loss: -0.021]
5577 [D loss: -0.004 R -0.033 F 0.025][G loss: -0.009]
5578 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.016]
5579 [D loss: -0.002 R -0.033 F 0.029][G loss: -0.014]
5580 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.010]
5581 [D loss: -0.008 R -0.035 F 0.020][G loss: -0.015]
5582 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.012]
5583 [D loss: -0.005 R -0.033 F 0.024][G loss: -0.009]
5584 [D loss: -0.008 R -0.033 F 0.018][G loss: -0.011]
5585 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.014]
5586 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.019]
5587 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.018]
5588 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.015]
5589 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.017]
5590 [D loss: -0.005 R -0.040 F 0.029][G loss: -0.019]
5591 [D loss: -0.009 R -0.036 F 0.017][G loss: -0.012]
5592 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.015]
5593 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.016]
5594 [D loss: -0.006 R -0.036 F 0.025][G loss: -0.011]
5595 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.020]
5596 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.018]
5597 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.016]
5598 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.017]
5599 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.014]
5600 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.013]
5601 [D loss: -0.004 R -0.034 F 0.027][G loss: -0.014]
5602 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.016]
5603 [D loss: -0.004 R -0.034 F 0.026][G loss: -0.015]
5604 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.019]
5605 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.017]
5606 [D loss: -0.001 R -0.039 F 0.037][G loss: -0.022]
5607 [D loss: -0.007 R -0.048 F 0.035][G loss: -0.022]
5608 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.020]
5609 [D loss: -0.007 R -0.045 F 0.030][G loss: -0.020]
5610 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.016]
5611 [D loss: -0.001 R -0.035 F 0.032][G loss: -0.016]
5612 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.013]
5613 [D loss: -0.003 R -0.040 F 0.033][G loss: -0.021]
5614 [D loss: -0.002 R -0.031 F 0.027][G loss: -0.018]
5615 [D loss: -0.003 R -0.031 F 0.025][G loss: -0.013]
5616 [D loss: -0.006 R -0.034 F 0.021][G loss: -0.008]
5617 [D loss: -0.004 R -0.030 F 0.021][G loss: -0.008]
5618 [D loss: -0.004 R -0.031 F 0.022][G loss: -0.011]
5619 [D loss: -0.006 R -0.032 F 0.020][G loss: -0.013]
5620 [D loss: -0.004 R -0.033 F 0.025][G loss: -0.014]
5621 [D loss: -0.005 R -0.034 F 0.025][G loss: -0.017]
5622 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.020]
5623 [D loss: -0.005 R -0.033 F 0.023][G loss: -0.011]
5624 [D loss: -0.004 R -0.031 F 0.023][G loss: -0.010]
5625 [D loss: -0.004 R -0.036 F 0.027][G loss: -0.009]
5626 [D loss: -0.006 R -0.035 F 0.023][G loss: -0.012]
5627 [D loss: -0.003 R -0.035 F 0.028][G loss: -0.014]
5628 [D loss: -0.003 R -0.034 F 0.027][G loss: -0.017]
5629 [D loss: -0.009 R -0.035 F 0.018][G loss: -0.011]
5630 [D loss: -0.006 R -0.034 F 0.023][G loss: -0.012]
5631 [D loss: -0.007 R -0.035 F 0.020][G loss: -0.010]
5632 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.017]
5633 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.012]
5634 [D loss: -0.001 R -0.033 F 0.032][G loss: -0.013]
5635 [D loss: -0.007 R -0.035 F 0.021][G loss: -0.012]
5636 [D loss: -0.010 R -0.042 F 0.021][G loss: -0.014]
5637 [D loss: -0.007 R -0.042 F 0.027][G loss: -0.017]
5638 [D loss: -0.004 R -0.039 F 0.031][G loss: -0.017]
5639 [D loss: -0.003 R -0.039 F 0.032][G loss: -0.022]
5640 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.020]
5641 [D loss: -0.004 R -0.040 F 0.032][G loss: -0.017]
5642 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.019]
5643 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.021]
5644 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.018]
5645 [D loss: -0.007 R -0.033 F 0.019][G loss: -0.013]
5646 [D loss: -0.003 R -0.032 F 0.026][G loss: -0.013]
5647 [D loss: -0.009 R -0.038 F 0.020][G loss: -0.011]
5648 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.018]
5649 [D loss: -0.005 R -0.035 F 0.024][G loss: -0.014]
5650 [D loss: -0.005 R -0.032 F 0.022][G loss: -0.013]
5651 [D loss: -0.006 R -0.033 F 0.022][G loss: -0.010]
5652 [D loss: -0.003 R -0.032 F 0.025][G loss: -0.006]
5653 [D loss: -0.006 R -0.029 F 0.018][G loss: -0.012]
5654 [D loss: -0.007 R -0.038 F 0.025][G loss: -0.012]
5655 [D loss: -0.006 R -0.032 F 0.021][G loss: -0.010]
5656 [D loss: -0.003 R -0.033 F 0.026][G loss: -0.014]
5657 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.021]
5658 [D loss: -0.003 R -0.034 F 0.029][G loss: -0.022]
5659 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.020]
5660 [D loss: -0.007 R -0.044 F 0.030][G loss: -0.018]
5661 [D loss: -0.004 R -0.042 F 0.033][G loss: -0.019]
5662 [D loss: -0.004 R -0.037 F 0.029][G loss: -0.019]
5663 [D loss: -0.008 R -0.040 F 0.023][G loss: -0.013]
5664 [D loss: -0.004 R -0.034 F 0.027][G loss: -0.016]
5665 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.015]
5666 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.017]
5667 [D loss: -0.003 R -0.039 F 0.033][G loss: -0.020]
5668 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.021]
5669 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.014]
5670 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.016]
5671 [D loss: -0.010 R -0.042 F 0.022][G loss: -0.019]
5672 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.024]
5673 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.022]
5674 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.023]
5675 [D loss: -0.004 R -0.036 F 0.027][G loss: -0.018]
5676 [D loss: -0.007 R -0.033 F 0.020][G loss: -0.012]
5677 [D loss: -0.008 R -0.033 F 0.017][G loss: -0.012]
5678 [D loss: -0.008 R -0.032 F 0.017][G loss: -0.009]
5679 [D loss: -0.008 R -0.035 F 0.018][G loss: -0.008]
5680 [D loss: -0.004 R -0.031 F 0.024][G loss: -0.014]
5681 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.010]
5682 [D loss: -0.003 R -0.034 F 0.028][G loss: -0.016]
5683 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.017]
5684 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.019]
5685 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.015]
5686 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.011]
5687 [D loss: -0.007 R -0.038 F 0.023][G loss: -0.014]
5688 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.014]
5689 [D loss: -0.002 R -0.032 F 0.028][G loss: -0.016]
5690 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.014]
5691 [D loss: -0.006 R -0.038 F 0.025][G loss: -0.015]
5692 [D loss: -0.007 R -0.047 F 0.033][G loss: -0.023]
5693 [D loss: -0.001 R -0.042 F 0.040][G loss: -0.020]
5694 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.019]
5695 [D loss: -0.004 R -0.042 F 0.035][G loss: -0.021]
5696 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.020]
5697 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.020]
5698 [D loss: -0.010 R -0.043 F 0.024][G loss: -0.020]
5699 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.022]
5700 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.020]
5701 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.022]
5702 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.021]
5703 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.020]
5704 [D loss: -0.004 R -0.045 F 0.037][G loss: -0.019]
5705 [D loss: -0.008 R -0.041 F 0.024][G loss: -0.017]
5706 [D loss: -0.009 R -0.038 F 0.021][G loss: -0.019]
5707 [D loss: -0.007 R -0.037 F 0.022][G loss: -0.017]
5708 [D loss: -0.002 R -0.033 F 0.029][G loss: -0.018]
5709 [D loss: -0.004 R -0.030 F 0.023][G loss: -0.016]
5710 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.014]
5711 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.016]
5712 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.017]
5713 [D loss: -0.001 R -0.032 F 0.029][G loss: -0.014]
5714 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.018]
5715 [D loss: -0.008 R -0.041 F 0.026][G loss: -0.018]
5716 [D loss: -0.008 R -0.050 F 0.035][G loss: -0.017]
5717 [D loss: -0.007 R -0.044 F 0.029][G loss: -0.030]
5718 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.025]
5719 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.019]
5720 [D loss: -0.001 R -0.033 F 0.030][G loss: -0.014]
5721 [D loss: -0.002 R -0.034 F 0.029][G loss: -0.014]
5722 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.012]
5723 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.012]
5724 [D loss: -0.010 R -0.042 F 0.023][G loss: -0.014]
5725 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.017]
5726 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.014]
5727 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.017]
5728 [D loss: -0.004 R -0.039 F 0.030][G loss: -0.014]
5729 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.015]
5730 [D loss: -0.003 R -0.041 F 0.034][G loss: -0.014]
5731 [D loss: -0.005 R -0.035 F 0.024][G loss: -0.012]
5732 [D loss: -0.005 R -0.032 F 0.023][G loss: -0.007]
5733 [D loss: -0.006 R -0.037 F 0.026][G loss: -0.015]
5734 [D loss: -0.006 R -0.036 F 0.023][G loss: -0.013]
5735 [D loss: -0.002 R -0.032 F 0.028][G loss: -0.013]
5736 [D loss: -0.009 R -0.035 F 0.018][G loss: -0.009]
5737 [D loss: -0.003 R -0.031 F 0.026][G loss: -0.011]
5738 [D loss: -0.005 R -0.034 F 0.025][G loss: -0.013]
5739 [D loss: -0.008 R -0.036 F 0.020][G loss: -0.014]
5740 [D loss: -0.004 R -0.034 F 0.027][G loss: -0.013]
5741 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.017]
5742 [D loss: -0.005 R -0.045 F 0.034][G loss: -0.016]
5743 [D loss: -0.003 R -0.035 F 0.029][G loss: -0.019]
5744 [D loss: -0.007 R -0.035 F 0.022][G loss: -0.015]
5745 [D loss: -0.006 R -0.036 F 0.025][G loss: -0.013]
5746 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.013]
5747 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.019]
5748 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.016]
5749 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.017]
5750 [D loss: -0.009 R -0.043 F 0.025][G loss: -0.014]
5751 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.015]
5752 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.017]
5753 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.016]
5754 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.013]
5755 [D loss: -0.002 R -0.034 F 0.030][G loss: -0.016]
5756 [D loss: -0.004 R -0.034 F 0.027][G loss: -0.018]
5757 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.018]
5758 [D loss: -0.006 R -0.038 F 0.026][G loss: -0.011]
5759 [D loss: -0.006 R -0.035 F 0.024][G loss: -0.015]
5760 [D loss: -0.005 R -0.042 F 0.032][G loss: -0.018]
5761 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.020]
5762 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.015]
5763 [D loss: -0.008 R -0.039 F 0.024][G loss: -0.013]
5764 [D loss: -0.005 R -0.036 F 0.027][G loss: -0.018]
5765 [D loss: -0.006 R -0.041 F 0.028][G loss: -0.020]
5766 [D loss: -0.010 R -0.050 F 0.029][G loss: -0.020]
5767 [D loss: -0.004 R -0.044 F 0.036][G loss: -0.022]
5768 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.017]
5769 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.022]
5770 [D loss: -0.008 R -0.044 F 0.028][G loss: -0.016]
5771 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.017]
5772 [D loss: -0.004 R -0.041 F 0.033][G loss: -0.019]
5773 [D loss: -0.006 R -0.042 F 0.029][G loss: -0.018]
5774 [D loss: -0.008 R -0.044 F 0.029][G loss: -0.019]
5775 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.014]
5776 [D loss: -0.009 R -0.042 F 0.024][G loss: -0.017]
5777 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.020]
5778 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.017]
5779 [D loss: -0.006 R -0.033 F 0.022][G loss: -0.014]
5780 [D loss: -0.008 R -0.039 F 0.024][G loss: -0.014]
5781 [D loss: -0.009 R -0.042 F 0.025][G loss: -0.023]
5782 [D loss: -0.004 R -0.032 F 0.024][G loss: -0.015]
5783 [D loss: -0.008 R -0.035 F 0.019][G loss: -0.014]
5784 [D loss: -0.003 R -0.032 F 0.026][G loss: -0.011]
5785 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.018]
5786 [D loss: -0.007 R -0.040 F 0.025][G loss: -0.019]
5787 [D loss: -0.005 R -0.041 F 0.032][G loss: -0.022]
5788 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.021]
5789 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.019]
5790 [D loss: -0.006 R -0.036 F 0.023][G loss: -0.017]
5791 [D loss: -0.008 R -0.040 F 0.025][G loss: -0.019]
5792 [D loss: -0.001 R -0.029 F 0.027][G loss: -0.016]
5793 [D loss: -0.006 R -0.038 F 0.027][G loss: -0.018]
5794 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.016]
5795 [D loss: -0.007 R -0.031 F 0.017][G loss: -0.014]
5796 [D loss: -0.004 R -0.030 F 0.022][G loss: -0.006]
5797 [D loss: -0.006 R -0.027 F 0.015][G loss: -0.007]
5798 [D loss: -0.004 R -0.031 F 0.022][G loss: -0.008]
5799 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.016]
5800 [D loss: -0.005 R -0.039 F 0.030][G loss: -0.019]
5801 [D loss: -0.004 R -0.038 F 0.029][G loss: -0.014]
5802 [D loss: -0.007 R -0.038 F 0.023][G loss: -0.012]
5803 [D loss: -0.008 R -0.035 F 0.020][G loss: -0.010]
5804 [D loss: -0.006 R -0.039 F 0.026][G loss: -0.014]
5805 [D loss: -0.009 R -0.037 F 0.020][G loss: -0.019]
5806 [D loss: -0.007 R -0.035 F 0.021][G loss: -0.014]
5807 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.020]
5808 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.020]
5809 [D loss: -0.004 R -0.037 F 0.028][G loss: -0.020]
5810 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.016]
5811 [D loss: -0.002 R -0.037 F 0.033][G loss: -0.021]
5812 [D loss: -0.005 R -0.040 F 0.031][G loss: -0.025]
5813 [D loss: -0.007 R -0.046 F 0.032][G loss: -0.023]
5814 [D loss: -0.003 R -0.050 F 0.043][G loss: -0.031]
5815 [D loss: -0.009 R -0.051 F 0.034][G loss: -0.026]
5816 [D loss: -0.003 R -0.045 F 0.039][G loss: -0.024]
5817 [D loss: -0.005 R -0.045 F 0.035][G loss: -0.023]
5818 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.020]
5819 [D loss: -0.003 R -0.036 F 0.029][G loss: -0.014]
5820 [D loss: -0.006 R -0.037 F 0.026][G loss: -0.014]
5821 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.015]
5822 [D loss: -0.002 R -0.032 F 0.028][G loss: -0.014]
5823 [D loss: -0.011 R -0.042 F 0.021][G loss: -0.010]
5824 [D loss: -0.006 R -0.042 F 0.030][G loss: -0.016]
5825 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.017]
5826 [D loss: -0.011 R -0.045 F 0.024][G loss: -0.016]
5827 [D loss: -0.003 R -0.042 F 0.036][G loss: -0.018]
5828 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.017]
5829 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.016]
5830 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.012]
5831 [D loss: -0.008 R -0.035 F 0.019][G loss: -0.013]
5832 [D loss: -0.005 R -0.041 F 0.031][G loss: -0.018]
5833 [D loss: -0.002 R -0.038 F 0.033][G loss: -0.024]
5834 [D loss: -0.006 R -0.046 F 0.034][G loss: -0.023]
5835 [D loss: -0.008 R -0.041 F 0.025][G loss: -0.023]
5836 [D loss: -0.001 R -0.036 F 0.034][G loss: -0.018]
5837 [D loss: -0.004 R -0.032 F 0.024][G loss: -0.010]
5838 [D loss: -0.004 R -0.029 F 0.022][G loss: -0.008]
5839 [D loss: -0.006 R -0.029 F 0.017][G loss: -0.007]
5840 [D loss: -0.007 R -0.028 F 0.015][G loss: -0.004]
5841 [D loss: -0.008 R -0.033 F 0.016][G loss: -0.008]
5842 [D loss: -0.007 R -0.035 F 0.022][G loss: -0.013]
5843 [D loss: -0.004 R -0.033 F 0.026][G loss: -0.012]
5844 [D loss: -0.004 R -0.030 F 0.023][G loss: -0.012]
5845 [D loss: -0.007 R -0.039 F 0.024][G loss: -0.015]
5846 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.016]
5847 [D loss: -0.003 R -0.036 F 0.030][G loss: -0.016]
5848 [D loss: -0.007 R -0.040 F 0.025][G loss: -0.019]
5849 [D loss: -0.007 R -0.042 F 0.029][G loss: -0.018]
5850 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.019]
5851 [D loss: -0.006 R -0.036 F 0.025][G loss: -0.017]
5852 [D loss: -0.007 R -0.042 F 0.028][G loss: -0.021]
5853 [D loss: -0.003 R -0.038 F 0.032][G loss: -0.015]
5854 [D loss: -0.004 R -0.032 F 0.023][G loss: -0.011]
5855 [D loss: -0.008 R -0.038 F 0.021][G loss: -0.011]
5856 [D loss: -0.006 R -0.038 F 0.025][G loss: -0.010]
5857 [D loss: -0.006 R -0.034 F 0.022][G loss: -0.015]
5858 [D loss: -0.008 R -0.034 F 0.018][G loss: -0.011]
5859 [D loss: -0.004 R -0.035 F 0.027][G loss: -0.014]
5860 [D loss: -0.006 R -0.037 F 0.024][G loss: -0.008]
5861 [D loss: -0.007 R -0.039 F 0.026][G loss: -0.014]
5862 [D loss: -0.008 R -0.039 F 0.023][G loss: -0.021]
5863 [D loss: -0.005 R -0.043 F 0.033][G loss: -0.021]
5864 [D loss: -0.006 R -0.039 F 0.027][G loss: -0.020]
5865 [D loss: -0.003 R -0.037 F 0.031][G loss: -0.019]
5866 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.017]
5867 [D loss: -0.007 R -0.041 F 0.028][G loss: -0.019]
5868 [D loss: -0.002 R -0.037 F 0.033][G loss: -0.025]
5869 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.021]
5870 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.020]
5871 [D loss: -0.007 R -0.046 F 0.031][G loss: -0.022]
5872 [D loss: -0.006 R -0.041 F 0.030][G loss: -0.027]
5873 [D loss: -0.009 R -0.046 F 0.029][G loss: -0.024]
5874 [D loss: -0.004 R -0.047 F 0.039][G loss: -0.023]
5875 [D loss: -0.006 R -0.045 F 0.034][G loss: -0.020]
5876 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.017]
5877 [D loss: -0.007 R -0.045 F 0.031][G loss: -0.016]
5878 [D loss: -0.002 R -0.035 F 0.030][G loss: -0.018]
5879 [D loss: -0.005 R -0.039 F 0.028][G loss: -0.015]
5880 [D loss: -0.007 R -0.037 F 0.022][G loss: -0.015]
5881 [D loss: -0.006 R -0.035 F 0.022][G loss: -0.015]
5882 [D loss: -0.005 R -0.035 F 0.024][G loss: -0.014]
5883 [D loss: -0.007 R -0.035 F 0.022][G loss: -0.012]
5884 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.013]
5885 [D loss: -0.006 R -0.031 F 0.020][G loss: -0.009]
5886 [D loss: -0.005 R -0.032 F 0.021][G loss: -0.006]
5887 [D loss: -0.008 R -0.034 F 0.018][G loss: -0.008]
5888 [D loss: -0.009 R -0.038 F 0.020][G loss: -0.011]
5889 [D loss: -0.001 R -0.032 F 0.029][G loss: -0.018]
5890 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.018]
5891 [D loss: -0.002 R -0.034 F 0.030][G loss: -0.016]
5892 [D loss: -0.005 R -0.035 F 0.025][G loss: -0.007]
5893 [D loss: -0.008 R -0.037 F 0.021][G loss: -0.008]
5894 [D loss: -0.006 R -0.035 F 0.022][G loss: -0.012]
5895 [D loss: -0.002 R -0.034 F 0.030][G loss: -0.013]
5896 [D loss: -0.007 R -0.038 F 0.024][G loss: -0.015]
5897 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
5898 [D loss: -0.008 R -0.044 F 0.027][G loss: -0.019]
5899 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.016]
5900 [D loss: -0.005 R -0.037 F 0.026][G loss: -0.019]
5901 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.021]
5902 [D loss: -0.008 R -0.049 F 0.033][G loss: -0.024]
5903 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.019]
5904 [D loss: -0.008 R -0.045 F 0.029][G loss: -0.014]
5905 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.018]
5906 [D loss: -0.005 R -0.038 F 0.027][G loss: -0.014]
5907 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.015]
5908 [D loss: -0.006 R -0.043 F 0.030][G loss: -0.020]
5909 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.017]
5910 [D loss: -0.006 R -0.034 F 0.022][G loss: -0.010]
5911 [D loss: -0.008 R -0.040 F 0.024][G loss: -0.014]
5912 [D loss: -0.004 R -0.036 F 0.027][G loss: -0.014]
5913 [D loss: -0.006 R -0.040 F 0.027][G loss: -0.011]
5914 [D loss: -0.002 R -0.031 F 0.028][G loss: -0.012]
5915 [D loss: -0.005 R -0.032 F 0.022][G loss: -0.012]
5916 [D loss: -0.005 R -0.029 F 0.019][G loss: -0.011]
5917 [D loss: -0.007 R -0.032 F 0.019][G loss: -0.008]
5918 [D loss: -0.004 R -0.026 F 0.019][G loss: -0.011]
5919 [D loss: -0.006 R -0.034 F 0.023][G loss: -0.012]
5920 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.011]
5921 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.019]
5922 [D loss: -0.004 R -0.036 F 0.029][G loss: -0.019]
5923 [D loss: -0.009 R -0.041 F 0.023][G loss: -0.012]
5924 [D loss: -0.011 R -0.038 F 0.016][G loss: -0.016]
5925 [D loss: -0.005 R -0.035 F 0.026][G loss: -0.015]
5926 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.020]
5927 [D loss: -0.003 R -0.036 F 0.029][G loss: -0.019]
5928 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.018]
5929 [D loss: -0.011 R -0.042 F 0.020][G loss: -0.014]
5930 [D loss: -0.005 R -0.038 F 0.029][G loss: -0.017]
5931 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.014]
5932 [D loss: -0.007 R -0.035 F 0.021][G loss: -0.012]
5933 [D loss: -0.005 R -0.034 F 0.024][G loss: -0.012]
5934 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.012]
5935 [D loss: -0.004 R -0.030 F 0.022][G loss: -0.015]
5936 [D loss: -0.005 R -0.032 F 0.022][G loss: -0.013]
5937 [D loss: -0.006 R -0.031 F 0.020][G loss: -0.007]
5938 [D loss: -0.009 R -0.036 F 0.017][G loss: -0.009]
5939 [D loss: -0.008 R -0.035 F 0.019][G loss: -0.012]
5940 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.011]
5941 [D loss: -0.003 R -0.031 F 0.026][G loss: -0.014]
5942 [D loss: -0.007 R -0.041 F 0.027][G loss: -0.017]
5943 [D loss: -0.007 R -0.047 F 0.032][G loss: -0.024]
5944 [D loss: -0.003 R -0.040 F 0.034][G loss: -0.022]
5945 [D loss: -0.007 R -0.044 F 0.031][G loss: -0.024]
5946 [D loss: -0.003 R -0.042 F 0.036][G loss: -0.018]
5947 [D loss: -0.004 R -0.042 F 0.034][G loss: -0.017]
5948 [D loss: -0.005 R -0.038 F 0.028][G loss: -0.017]
5949 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.011]
5950 [D loss: -0.006 R -0.034 F 0.022][G loss: -0.010]
5951 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.016]
5952 [D loss: -0.004 R -0.042 F 0.035][G loss: -0.020]
5953 [D loss: -0.003 R -0.038 F 0.032][G loss: -0.022]
5954 [D loss: -0.007 R -0.040 F 0.026][G loss: -0.017]
5955 [D loss: -0.006 R -0.037 F 0.025][G loss: -0.015]
5956 [D loss: -0.005 R -0.039 F 0.029][G loss: -0.019]
5957 [D loss: -0.006 R -0.033 F 0.022][G loss: -0.010]
5958 [D loss: -0.004 R -0.031 F 0.023][G loss: -0.012]
5959 [D loss: -0.007 R -0.034 F 0.019][G loss: -0.013]
5960 [D loss: -0.010 R -0.036 F 0.015][G loss: -0.012]
5961 [D loss: -0.007 R -0.035 F 0.020][G loss: -0.016]
5962 [D loss: -0.005 R -0.030 F 0.020][G loss: -0.013]
5963 [D loss: -0.009 R -0.035 F 0.016][G loss: -0.011]
5964 [D loss: -0.008 R -0.035 F 0.020][G loss: -0.011]
5965 [D loss: -0.005 R -0.029 F 0.020][G loss: -0.011]
5966 [D loss: -0.007 R -0.032 F 0.018][G loss: -0.013]
5967 [D loss: -0.004 R -0.031 F 0.024][G loss: -0.018]
5968 [D loss: -0.008 R -0.043 F 0.027][G loss: -0.014]
5969 [D loss: -0.005 R -0.037 F 0.027][G loss: -0.015]
5970 [D loss: -0.006 R -0.041 F 0.029][G loss: -0.020]
5971 [D loss: -0.005 R -0.036 F 0.025][G loss: -0.016]
5972 [D loss: -0.007 R -0.037 F 0.023][G loss: -0.013]
5973 [D loss: -0.008 R -0.035 F 0.019][G loss: -0.011]
5974 [D loss: -0.003 R -0.032 F 0.026][G loss: -0.014]
5975 [D loss: -0.006 R -0.033 F 0.021][G loss: -0.010]
5976 [D loss: -0.007 R -0.039 F 0.025][G loss: -0.015]
5977 [D loss: -0.006 R -0.039 F 0.028][G loss: -0.014]
5978 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.025]
5979 [D loss: -0.004 R -0.038 F 0.030][G loss: -0.020]
5980 [D loss: -0.006 R -0.043 F 0.031][G loss: -0.024]
5981 [D loss: -0.006 R -0.044 F 0.032][G loss: -0.022]
5982 [D loss: -0.006 R -0.040 F 0.029][G loss: -0.016]
5983 [D loss: -0.006 R -0.047 F 0.035][G loss: -0.018]
5984 [D loss: -0.008 R -0.042 F 0.027][G loss: -0.018]
5985 [D loss: -0.005 R -0.030 F 0.021][G loss: -0.011]
5986 [D loss: -0.002 R -0.028 F 0.023][G loss: -0.009]
5987 [D loss: -0.006 R -0.033 F 0.022][G loss: -0.015]
5988 [D loss: -0.003 R -0.026 F 0.021][G loss: -0.007]
5989 [D loss: -0.004 R -0.033 F 0.025][G loss: -0.012]
5990 [D loss: -0.007 R -0.030 F 0.017][G loss: -0.013]
5991 [D loss: -0.004 R -0.027 F 0.019][G loss: -0.008]
5992 [D loss: -0.007 R -0.030 F 0.016][G loss: -0.010]
5993 [D loss: -0.007 R -0.036 F 0.023][G loss: -0.013]
5994 [D loss: -0.005 R -0.036 F 0.026][G loss: -0.016]
5995 [D loss: -0.005 R -0.041 F 0.030][G loss: -0.015]
5996 [D loss: -0.003 R -0.032 F 0.027][G loss: -0.013]
5997 [D loss: -0.004 R -0.036 F 0.028][G loss: -0.016]
5998 [D loss: -0.002 R -0.036 F 0.031][G loss: -0.020]
5999 [D loss: -0.006 R -0.036 F 0.024][G loss: -0.015]
6000 [D loss: -0.007 R -0.036 F 0.022][G loss: -0.012]

Training の経過について

In [16]:
%matplotlib inline
import matplotlib.pyplot as plt
import numpy as np

fig, ax = plt.subplots(1,1,figsize=(12,6))

ax.plot([x[0] for x in gan.d_losses], color='black', linewidth=0.25, label='d_loss')
ax.plot([x[1] for x in gan.d_losses], color='green', linewidth=0.25, label='d_loss_real')
ax.plot([x[2] for x in gan.d_losses], color='red', linewidth=0.25, label='d_loss_fake')

ax.plot(gan.g_losses, color='orange', linewidth=0.25, label='g_loss')

ax.set_xlabel('batch')
ax.set_ylabel('loss')

ax.set_ylim(0, 2)

plt.show()
In [17]:
%matplotlib inline
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
import numpy as np

def imshow(p):
    img = mpimg.imread(p)
    fig, ax = plt.subplots(1,1,figsize=(5,5))
    ax.imshow(img)
    ax.text(0.5, -0.25, p, ha='center', transform=ax.transAxes)
    ax.axis('off')
    plt.show()
In [18]:
for i in range(200, EPOCHS+1, 200):
    imshow(f'{RUN_FOLDER}/images/sample_{i}.png')