wsdream2
import os
import urllib.request
import zipfile
from pprint import pprint
import numpy as np
import tensorflow as tf
import keras as k
def set_session(device_count=None, seed=0):
gpu_options = tf.compat.v1.GPUOptions(allow_growth=True)
if device_count is not None:
config = tf.compat.v1.ConfigProto(gpu_options=gpu_options, device_count=device_count)
else:
config = tf.compat.v1.ConfigProto(gpu_options=gpu_options)
sess = tf.compat.v1.Session(config=config)
tf.compat.v1.keras.backend.set_session(sess)
tf.compat.v1.set_random_seed(seed)
return sess
def transform(idxs):
return [idxs[:, i] for i in range(idxs.shape[1])]
def create_wsdream(shape, rank, nc):
inputs = [k.Input(shape=(1,), dtype="int32") for i in range(len(shape))]
embeds = [k.layers.Embedding(output_dim=rank, input_dim=shape[i])(inputs[i]) for i in range(len(shape))]
x = k.layers.Concatenate(axis=1)(embeds)
x = k.layers.Reshape(target_shape=(rank, len(shape), 1))(x)
x = k.layers.Conv2D(
nc,
kernel_size=(1, len(shape)),
activation='relu',
padding='valid'
)(x)
x = k.layers.Conv2D(
nc,
kernel_size=(rank, 1),
activation="relu",
padding="valid"
)(x)
x = k.layers.Flatten()(x)
x = k.layers.Dense(nc, activation="relu")(x)
output_latency = k.layers.Dense(1, activation='relu', name='output_latency')(x)
output_throughput = k.layers.Dense(1, activation='relu', name='output_throughput')(x)
model = k.Model(inputs=inputs, outputs=[output_latency, output_throughput])
return model
# 计算均方绝对百分比误差
def mape_keras(y_true, y_pred, threshold=0.1):
v = k.backend.clip(k.backend.abs(y_true), threshold, None)
diff = k.backend.abs((y_true - y_pred) / v)
return 100.0 * k.backend.mean(diff, axis=-1)
# 计算均方绝对误差
def mae(y_true, y_pred):
return np.mean(np.abs(y_pred - y_true))
# 计算均方根误差
def rmse(y_true, y_pred):
return np.sqrt(np.mean(np.square(y_pred - y_true)))
# 计算平均绝对百分比误差
def mape(y_true, y_pred, threshold=0.1):
v = np.clip(np.abs(y_true), threshold, None)
diff = np.abs((y_true - y_pred) / v)
return 100.0 * np.mean(diff, axis=-1).mean()
def get_metrics(model, test_feature, truth_target, batch_size=1024):
pred_target_latency, pred_target_throughput = model.predict(test_feature, batch_size=batch_size, verbose=1)
pred_target_latency = pred_target_latency.ravel()
pred_target_throughput = pred_target_throughput.ravel()
return {
'均方根误差(rmse)': float(rmse(truth_target[0], pred_target_latency)),
# '平均绝对百分比误差(mape)': float(mape(y, yp)),
'均方绝对误差(mae)': float(mae(truth_target[1], pred_target_throughput))
}
def downloadset(url, folder):
# 下载数据
data_folder = folder
if not os.path.exists(data_folder):
url = url
filedata = urllib.request.urlopen(url)
with open('wsdream_dataset2.zip', 'wb') as f:
f.write(filedata.read())
with zipfile.ZipFile('wsdream_dataset2.zip', 'r') as f:
f.extractall('.')
return data_folder
if __name__ == '__main__':
# 下载数据集
url = 'https://zenodo.org/record/1133476/files/wsdream_dataset2.zip?download=1'
folder = 'dataset2'
data_folder = downloadset(url, folder)
# 加载数据
# 用户ID |服务ID |时间片ID |响应时间(秒)
# [142, 4500, 64, 20001]
rt_data = np.loadtxt(os.path.join(data_folder, "rtdata.txt"))
# 用户ID |服务ID |时间片ID |吞吐量(kbps)
# [142, 4500, 64, 20001]
tp_data = np.loadtxt(os.path.join(data_folder, "tpdata.txt"))
# 数据处理
pre_data = np.column_stack((rt_data, tp_data[:, 3]))
indices = np.arange(pre_data.shape[0])
np.random.shuffle(indices)
pre_data = pre_data[indices]
# 特征数据
feature_data = pre_data[:, :3]
# 目标标签
target_latency = pre_data[:, 3]
target_throughput = pre_data[:, 4]
# 划分数据集
split_ratio = 0.9
num_train_samples = int(pre_data.shape[0] * split_ratio)
# print(num_train_samples)
train_feature_data, test_feature_data = feature_data[:num_train_samples], feature_data[num_train_samples:]
# print(train_feature_data)
train_target_latency_data, test_target_latency_data = target_latency[:num_train_samples], target_latency[num_train_samples:]
# print(train_target_latency_data)
train_target_throughput_data, test_target_throughput_data = target_throughput[:num_train_samples], target_throughput[num_train_samples:]
# 设置参数
lr = 1e-4
# 模型嵌入维度
rank = 40
# 卷积层数量
nc = rank
epochs = 50
batch_size = 256
seed = 3
verbose = 1
set_session(device_count={"GPU": 0}, seed=seed)
optim = k.optimizers.legacy.Adam(learning_rate=lr)
shapes = [142, 4500, 64]
# column = transform(rt_data)
# for i in range(len(column)):
# unique_elements = np.unique(column[i])
# num_unique_elements = len(unique_elements)
# shapes.append(num_unique_elements)
# shapes = [len(np.unique(transform(rt_data)[i])) for i in range(len(transform(tp_data)))]
# print(shapes)
# print(np.delete(rt_data, 3, axis=1))
print('----------train-----------')
model = create_wsdream(shapes, rank, nc)
model.compile(optim, loss={'output_latency': 'mean_squared_error',
'output_throughput': 'mean_squared_error'},
metrics={'output_latency': 'mae', 'output_throughput': 'mae'})
hists_tp = model.fit(
x=transform(train_feature_data),
y={'output_latency': train_target_latency_data, 'output_throughput': train_target_throughput_data},
verbose=verbose,
epochs=epochs,
batch_size=batch_size,
validation_split=0.2,
shuffle=True,
validation_freq=1,
callbacks=[k.callbacks.EarlyStopping(
monitor='val_loss',
patience=10,
restore_best_weights=True
)]
)
tr_info = get_metrics(model, transform(train_feature_data),[train_target_latency_data, train_target_throughput_data])
te_info = get_metrics(model, transform(test_feature_data), [test_target_latency_data, test_target_throughput_data])
pprint({'tr_train': tr_info, 'te_train': te_info})73431/85184 [========================>.....] - ETA: 1:07 - loss: 506.7213 - output_latency_loss: 11.5339 - output_throug73442/85184 [========================>.....] - ETA: 1:07 - loss: 506.7077 - output_latency_loss: 11.5339 - output_throug73453/85184 [========================>.....] - ETA: 1:07 - loss: 506.6961 - output_latency_loss: 11.5340 - output_throug73464/85184 [========================>.....] - ETA: 1:07 - loss: 506.6637 - output_latency_loss: 11.5338 - output_throug73475/85184 [========================>.....] - ETA: 1:07 - loss: 506.7579 - output_latency_loss: 11.5339 - output_throug73486/85184 [========================>.....] - ETA: 1:07 - loss: 506.7366 - output_latency_loss: 11.5339 - output_throug73497/85184 [========================>.....] - ETA: 1:07 - loss: 506.7065 - output_latency_loss: 11.5339 - output_throug73508/85184 [========================>.....] - ETA: 1:07 - loss: 506.7131 - output_latency_loss: 11.5340 - output_throug73518/85184 [========================>.....] - ETA: 1:07 - loss: 506.7017 - output_latency_loss: 11.5340 - output_throug73529/85184 [========================>.....] - ETA: 1:07 - loss: 506.6622 - output_latency_loss: 11.5340 - output_throug73539/85184 [========================>.....] - ETA: 1:07 - loss: 506.6345 - output_latency_loss: 11.5340 - output_throug73550/85184 [========================>.....] - ETA: 1:07 - loss: 506.6028 - output_latency_loss: 11.5341 - output_throug73561/85184 [========================>.....] - ETA: 1:07 - loss: 506.5821 - output_latency_loss: 11.5342 - output_throug73572/85184 [========================>.....] - ETA: 1:07 - loss: 506.5490 - output_latency_loss: 11.5342 - output_throug73582/85184 [========================>.....] - ETA: 1:06 - loss: 506.5302 - output_latency_loss: 11.5343 - output_throug73593/85184 [========================>.....] - ETA: 1:06 - loss: 506.4973 - output_latency_loss: 11.5344 - output_throug73604/85184 [========================>.....] - ETA: 1:06 - loss: 506.4807 - output_latency_loss: 11.5342 - 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ETA: 1:06 - loss: 506.3440 - output_latency_loss: 11.5338 - output_throug73711/85184 [========================>.....] - ETA: 1:06 - loss: 506.3517 - output_latency_loss: 11.5337 - output_throug73722/85184 [========================>.....] - ETA: 1:06 - loss: 506.3116 - output_latency_loss: 11.5335 - output_throug73733/85184 [========================>.....] - ETA: 1:06 - loss: 506.2770 - output_latency_loss: 11.5339 - output_throug73744/85184 [========================>.....] - ETA: 1:06 - loss: 506.2296 - output_latency_loss: 11.5338 - output_throug73755/85184 [========================>.....] - ETA: 1:05 - loss: 506.2226 - output_latency_loss: 11.5340 - output_throug73766/85184 [========================>.....] - ETA: 1:05 - loss: 506.1860 - output_latency_loss: 11.5339 - output_throug73777/85184 [========================>.....] - ETA: 1:05 - loss: 506.1579 - output_latency_loss: 11.5340 - output_throug73788/85184 [========================>.....] - ETA: 1:05 - loss: 506.1375 - output_latency_loss: 11.5341 - 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ETA: 1:05 - loss: 506.1309 - output_latency_loss: 11.5342 - output_throug73896/85184 [=========================>....] - ETA: 1:05 - loss: 506.0867 - output_latency_loss: 11.5343 - output_throug73907/85184 [=========================>....] - ETA: 1:05 - loss: 506.1216 - output_latency_loss: 11.5343 - output_throug73918/85184 [=========================>....] - ETA: 1:05 - loss: 506.1416 - output_latency_loss: 11.5342 - output_throug73929/85184 [=========================>....] - ETA: 1:04 - loss: 506.1016 - output_latency_loss: 11.5343 - output_throug73940/85184 [=========================>....] - ETA: 1:04 - loss: 506.0671 - output_latency_loss: 11.5340 - output_throug73950/85184 [=========================>....] - ETA: 1:04 - loss: 506.2267 - output_latency_loss: 11.5339 - output_throug73961/85184 [=========================>....] - ETA: 1:04 - loss: 506.4852 - output_latency_loss: 11.5337 - output_throug73972/85184 [=========================>....] - ETA: 1:04 - loss: 506.4392 - output_latency_loss: 11.5340 - 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output_throughp85015/85184 [============================>.] - ETA: 0s - loss: 507.6129 - output_latency_loss: 11.5326 - output_throughp85026/85184 [============================>.] - ETA: 0s - loss: 507.5716 - output_latency_loss: 11.5327 - output_throughp85037/85184 [============================>.] - ETA: 0s - loss: 507.5744 - output_latency_loss: 11.5326 - output_throughp85047/85184 [============================>.] - ETA: 0s - loss: 507.5409 - output_latency_loss: 11.5325 - output_throughp85059/85184 [============================>.] - ETA: 0s - loss: 507.5131 - output_latency_loss: 11.5325 - output_throughp85070/85184 [============================>.] - ETA: 0s - loss: 507.5023 - output_latency_loss: 11.5324 - output_throughp85081/85184 [============================>.] - ETA: 0s - loss: 507.4749 - output_latency_loss: 11.5325 - output_throughp85092/85184 [============================>.] - ETA: 0s - loss: 507.4376 - output_latency_loss: 11.5325 - output_throughp85103/85184 [============================>.] - ETA: 0s - loss: 507.4141 - output_latency_loss: 11.5325 - output_throughp85114/85184 [============================>.] - ETA: 0s - loss: 507.3930 - output_latency_loss: 11.5324 - output_throughp85123/85184 [============================>.] - ETA: 0s - loss: 507.4855 - output_latency_loss: 11.5326 - output_throughp85134/85184 [============================>.] - ETA: 0s - loss: 507.4732 - output_latency_loss: 11.5324 - output_throughp85146/85184 [============================>.] - ETA: 0s - loss: 507.4985 - output_latency_loss: 11.5323 - output_throughp85157/85184 [============================>.] - ETA: 0s - loss: 507.5217 - output_latency_loss: 11.5323 - output_throughp85168/85184 [============================>.] - ETA: 0s - loss: 507.5259 - output_latency_loss: 11.5322 - output_throughp85179/85184 [============================>.] - ETA: 0s - loss: 507.4866 - output_latency_loss: 11.5324 - output_throughp85184/85184 [==============================] - 546s 6ms/step - loss: 507.4730 - output_latency_loss: 11.5324 - output_throughput_loss: 495.9390 - output_latency_mae: 1.6510 - output_throughput_mae: 4.9744 - val_loss: 499.5061 - val_output_latency_loss: 11.4852 - val_output_throughput_loss: 488.0216 - val_output_latency_mae: 1.6674 - val_output_throughput_mae: 4.9113
Epoch 50/50
1/85184 [..............................] - ETA: 0s - loss: 335.2037 - output_latency_loss: 10.7709 - output_throughp 11/85184 [..............................] - ETA: 8:03 - loss: 250.6527 - output_latency_loss: 10.8837 - output_throug 19/85184 [..............................] - ETA: 8:24 - loss: 289.1556 - output_latency_loss: 10.8615 - output_throug 30/85184 [..............................] - ETA: 8:17 - loss: 305.6402 - output_latency_loss: 10.8198 - output_throug 41/85184 [..............................] - ETA: 8:13 - loss: 338.4587 - output_latency_loss: 11.3627 - output_throug 52/85184 [..............................] - ETA: 8:11 - loss: 311.2778 - output_latency_loss: 11.1999 - output_throug 63/85184 [..............................] - ETA: 8:15 - loss: 562.0760 - output_latency_loss: 11.2629 - output_throug 74/85184 [..............................] - ETA: 8:13 - loss: 524.5135 - output_latency_loss: 11.1543 - output_throug 85/85184 [..............................] - ETA: 8:11 - loss: 535.5632 - output_latency_loss: 11.1302 - output_throug 96/85184 [..............................] - ETA: 8:10 - loss: 503.5256 - output_latency_loss: 11.0487 - output_throug 108/85184 [..............................] - ETA: 8:05 - loss: 503.4374 - output_latency_loss: 11.0637 - output_throug 119/85184 [..............................] - ETA: 8:05 - loss: 480.5437 - output_latency_loss: 11.0756 - output_throug 127/85184 [..............................] - ETA: 8:09 - loss: 477.9005 - output_latency_loss: 11.0562 - output_throug 138/85184 [..............................] - ETA: 8:08 - loss: 468.6239 - output_latency_loss: 11.2036 - output_throug 149/85184 [..............................] - ETA: 8:08 - loss: 481.6179 - output_latency_loss: 11.1702 - output_throug 160/85184 [..............................] - ETA: 8:07 - loss: 719.4251 - output_latency_loss: 11.1960 - output_throug 171/85184 [..............................] - ETA: 8:07 - loss: 702.6052 - output_latency_loss: 11.2242 - output_throug 182/85184 [..............................] - ETA: 8:07 - loss: 677.5763 - output_latency_loss: 11.2125 - output_throug 193/85184 [..............................] - ETA: 8:06 - loss: 662.5844 - output_latency_loss: 11.1930 - output_throug 204/85184 [..............................] - ETA: 8:06 - loss: 642.5629 - output_latency_loss: 11.2681 - output_throug 215/85184 [..............................] - ETA: 8:06 - loss: 622.7485 - output_latency_loss: 11.2585 - output_throug 226/85184 [..............................] - ETA: 8:06 - loss: 607.3517 - output_latency_loss: 11.2695 - output_throug 237/85184 [..............................] - ETA: 8:05 - loss: 618.2576 - output_latency_loss: 11.2772 - output_throug 247/85184 [..............................] - ETA: 8:07 - loss: 611.4261 - output_latency_loss: 11.3713 - output_throug 258/85184 [..............................] - ETA: 8:07 - loss: 598.3298 - output_latency_loss: 11.4308 - output_throug 269/85184 [..............................] - ETA: 8:07 - loss: 592.1359 - output_latency_loss: 11.4181 - output_throug 280/85184 [..............................] - ETA: 8:06 - loss: 635.2674 - output_latency_loss: 11.4604 - output_throug 291/85184 [..............................] - ETA: 8:06 - loss: 623.8453 - output_latency_loss: 11.4567 - output_throug 302/85184 [..............................] - ETA: 8:06 - loss: 630.8237 - output_latency_loss: 11.4806 - output_throug 313/85184 [..............................] - ETA: 8:06 - loss: 620.5284 - output_latency_loss: 11.4875 - output_throug 324/85184 [..............................] - ETA: 8:05 - loss: 611.1614 - output_latency_loss: 11.4596 - output_throug 334/85184 [..............................] - ETA: 8:06 - loss: 630.0721 - output_latency_loss: 11.4465 - output_throug 345/85184 [..............................] - ETA: 8:05 - loss: 623.0770 - output_latency_loss: 11.4737 - output_throug 355/85184 [..............................] - ETA: 8:07 - loss: 610.7189 - output_latency_loss: 11.5244 - output_throug 366/85184 [..............................] - ETA: 8:06 - loss: 637.8875 - output_latency_loss: 11.5254 - output_throug 377/85184 [..............................] - ETA: 8:06 - loss: 625.3373 - output_latency_loss: 11.5557 - output_throug 388/85184 [..............................] - ETA: 8:06 - loss: 622.9872 - output_latency_loss: 11.5249 - output_throug 399/85184 [..............................] - ETA: 8:06 - loss: 622.6786 - output_latency_loss: 11.5207 - output_throug 410/85184 [..............................] - ETA: 8:06 - loss: 617.1073 - output_latency_loss: 11.4844 - output_throug 421/85184 [..............................] - ETA: 8:05 - loss: 610.7659 - output_latency_loss: 11.4727 - output_throug 432/85184 [..............................] - ETA: 8:05 - loss: 606.4843 - output_latency_loss: 11.4834 - output_throug 443/85184 [..............................] - ETA: 8:05 - loss: 605.3433 - output_latency_loss: 11.4628 - output_throug 454/85184 [..............................] - ETA: 8:05 - loss: 606.6698 - output_latency_loss: 11.4984 - output_throug 464/85184 [..............................] - ETA: 8:06 - loss: 602.9390 - output_latency_loss: 11.4841 - output_throug 475/85184 [..............................] - ETA: 8:06 - loss: 601.9316 - output_latency_loss: 11.4949 - output_throug 486/85184 [..............................] - ETA: 8:05 - loss: 593.9557 - output_latency_loss: 11.4802 - output_throug 497/85184 [..............................] - ETA: 8:05 - loss: 587.9006 - output_latency_loss: 11.4878 - output_throug 508/85184 [..............................] - ETA: 8:05 - loss: 585.2178 - output_latency_loss: 11.4868 - output_throug 519/85184 [..............................] - ETA: 8:05 - loss: 598.9122 - output_latency_loss: 11.5226 - output_throug 530/85184 [..............................] - ETA: 8:05 - loss: 627.6284 - output_latency_loss: 11.5102 - output_throug 541/85184 [..............................] - ETA: 8:05 - loss: 623.1433 - output_latency_loss: 11.5149 - output_throug 552/85184 [..............................] - ETA: 8:05 - loss: 615.0803 - output_latency_loss: 11.5195 - output_throug 563/85184 [..............................] - ETA: 8:04 - loss: 610.7167 - output_latency_loss: 11.5035 - output_throug 573/85184 [..............................] - ETA: 8:05 - loss: 610.4905 - output_latency_loss: 11.5002 - output_throug 584/85184 [..............................] - ETA: 8:05 - loss: 605.2079 - output_latency_loss: 11.4803 - output_throug 595/85184 [..............................] - ETA: 8:05 - loss: 602.4295 - output_latency_loss: 11.4722 - output_throug 606/85184 [..............................] - ETA: 8:05 - loss: 601.7120 - output_latency_loss: 11.4903 - output_throug 616/85184 [..............................] - ETA: 8:05 - loss: 598.2745 - output_latency_loss: 11.4846 - output_throug 627/85184 [..............................] - ETA: 8:05 - loss: 594.4887 - output_latency_loss: 11.5100 - output_throug 636/85184 [..............................] - ETA: 8:05 - loss: 591.3459 - output_latency_loss: 11.5006 - output_throug 647/85184 [..............................] - ETA: 8:05 - loss: 585.6757 - output_latency_loss: 11.4951 - output_throug 658/85184 [..............................] - ETA: 8:05 - loss: 584.9901 - output_latency_loss: 11.4888 - output_throug 669/85184 [..............................] - ETA: 8:05 - loss: 579.4360 - output_latency_loss: 11.4878 - output_throug 679/85184 [..............................] - ETA: 8:05 - loss: 576.8878 - output_latency_loss: 11.5076 - output_throug 690/85184 [..............................] - ETA: 8:05 - loss: 573.2867 - output_latency_loss: 11.5026 - output_throug 701/85184 [..............................] - ETA: 8:05 - loss: 570.2097 - output_latency_loss: 11.5030 - output_throug 712/85184 [..............................] - ETA: 8:05 - loss: 567.7658 - output_latency_loss: 11.4954 - output_throug 722/85184 [..............................] - ETA: 8:05 - loss: 565.8480 - output_latency_loss: 11.4699 - output_throug 733/85184 [..............................] - ETA: 8:05 - loss: 575.6939 - output_latency_loss: 11.4881 - output_throug 744/85184 [..............................] - ETA: 8:05 - loss: 592.1687 - output_latency_loss: 11.4800 - output_throug 755/85184 [..............................] - ETA: 8:05 - loss: 600.5322 - output_latency_loss: 11.4646 - output_throug 766/85184 [..............................] - ETA: 8:05 - loss: 595.5984 - output_latency_loss: 11.4559 - output_throug 777/85184 [..............................] - ETA: 8:05 - loss: 591.2604 - output_latency_loss: 11.4814 - output_throug 788/85184 [..............................] - ETA: 8:05 - loss: 586.1054 - output_latency_loss: 11.4880 - output_throug 799/85184 [..............................] - ETA: 8:04 - loss: 585.8107 - output_latency_loss: 11.4735 - output_throug 810/85184 [..............................] - ETA: 8:04 - loss: 584.8481 - output_latency_loss: 11.4677 - output_throug 820/85184 [..............................] - ETA: 8:05 - loss: 584.5056 - output_latency_loss: 11.4840 - output_throug 831/85184 [..............................] - ETA: 8:05 - loss: 582.0399 - output_latency_loss: 11.4878 - output_throug 842/85184 [..............................] - ETA: 8:04 - loss: 578.0845 - output_latency_loss: 11.4750 - output_throug 853/85184 [..............................] - ETA: 8:04 - loss: 573.5331 - output_latency_loss: 11.4685 - output_throug 863/85184 [..............................] - ETA: 8:05 - loss: 570.6800 - output_latency_loss: 11.4465 - output_throug 874/85184 [..............................] - ETA: 8:05 - loss: 571.2255 - output_latency_loss: 11.4692 - output_throug 885/85184 [..............................] - ETA: 8:04 - loss: 568.9875 - output_latency_loss: 11.4572 - output_throug 896/85184 [..............................] - ETA: 8:04 - loss: 565.8677 - output_latency_loss: 11.4541 - output_throug 907/85184 [..............................] - ETA: 8:04 - loss: 561.5058 - output_latency_loss: 11.4636 - output_throug 918/85184 [..............................] - ETA: 8:04 - loss: 556.8793 - output_latency_loss: 11.4578 - output_throug 929/85184 [..............................] - ETA: 8:04 - loss: 563.0740 - output_latency_loss: 11.4557 - output_throug 940/85184 [..............................] - ETA: 8:04 - loss: 559.5191 - output_latency_loss: 11.4659 - output_throug 951/85184 [..............................] - ETA: 8:04 - loss: 557.9592 - output_latency_loss: 11.4717 - output_throug 962/85184 [..............................] - ETA: 8:04 - loss: 556.9343 - output_latency_loss: 11.4699 - output_throug 973/85184 [..............................] - ETA: 8:03 - loss: 557.8217 - output_latency_loss: 11.4636 - output_throug 984/85184 [..............................] - ETA: 8:03 - loss: 554.3582 - output_latency_loss: 11.4501 - output_throug 994/85184 [..............................] - ETA: 8:03 - loss: 554.3346 - output_latency_loss: 11.4507 - output_throug 1005/85184 [..............................] - ETA: 8:03 - loss: 553.9648 - output_latency_loss: 11.4562 - output_throug 1016/85184 [..............................] - ETA: 8:03 - loss: 555.3167 - output_latency_loss: 11.4650 - output_throug 1026/85184 [..............................] - ETA: 8:03 - loss: 554.7656 - output_latency_loss: 11.4496 - output_throug 1038/85184 [..............................] - ETA: 8:03 - loss: 554.1731 - output_latency_loss: 11.4437 - output_throug 1048/85184 [..............................] - ETA: 8:03 - loss: 555.9846 - output_latency_loss: 11.4445 - output_throug 1059/85184 [..............................] - ETA: 8:03 - loss: 553.8890 - output_latency_loss: 11.4606 - output_throug 1070/85184 [..............................] - ETA: 8:03 - loss: 556.1782 - output_latency_loss: 11.4602 - output_throug 1081/85184 [..............................] - ETA: 8:03 - loss: 553.3514 - output_latency_loss: 11.4606 - output_throug 1092/85184 [..............................] - ETA: 8:03 - loss: 550.1439 - output_latency_loss: 11.4519 - output_throug 1103/85184 [..............................] - ETA: 8:02 - loss: 547.7339 - output_latency_loss: 11.4532 - output_throug 1114/85184 [..............................] - ETA: 8:02 - loss: 545.2241 - output_latency_loss: 11.4555 - output_throug 1125/85184 [..............................] - ETA: 8:02 - loss: 543.4607 - output_latency_loss: 11.4617 - output_throug 1136/85184 [..............................] - ETA: 8:02 - loss: 540.6172 - output_latency_loss: 11.4623 - output_throug 1147/85184 [..............................] - ETA: 8:02 - loss: 539.6947 - output_latency_loss: 11.4581 - output_throug 1158/85184 [..............................] - ETA: 8:02 - loss: 537.2218 - output_latency_loss: 11.4528 - output_throug 1169/85184 [..............................] - ETA: 8:02 - loss: 534.4418 - output_latency_loss: 11.4625 - output_throug 1179/85184 [..............................] - ETA: 8:02 - loss: 532.1414 - output_latency_loss: 11.4664 - output_throug 1190/85184 [..............................] - ETA: 8:02 - loss: 530.2308 - output_latency_loss: 11.4634 - output_throug 1201/85184 [..............................] - ETA: 8:02 - loss: 530.1075 - output_latency_loss: 11.4547 - output_throug 1212/85184 [..............................] - ETA: 8:02 - loss: 533.0905 - output_latency_loss: 11.4600 - output_throug 1223/85184 [..............................] - ETA: 8:02 - loss: 530.2223 - output_latency_loss: 11.4546 - output_throug 1233/85184 [..............................] - ETA: 8:02 - loss: 533.1048 - output_latency_loss: 11.4589 - output_throug 1244/85184 [..............................] - ETA: 8:02 - loss: 532.1606 - output_latency_loss: 11.4619 - output_throug 1256/85184 [..............................] - ETA: 8:01 - loss: 532.6691 - output_latency_loss: 11.4615 - output_throug 1266/85184 [..............................] - ETA: 8:02 - loss: 530.6306 - output_latency_loss: 11.4578 - output_throug 1278/85184 [..............................] - ETA: 8:01 - loss: 528.0867 - output_latency_loss: 11.4617 - output_throug 1289/85184 [..............................] - ETA: 8:01 - loss: 527.7186 - output_latency_loss: 11.4656 - output_throug 1297/85184 [..............................] - ETA: 8:01 - loss: 526.8088 - output_latency_loss: 11.4669 - output_throug 1308/85184 [..............................] - ETA: 8:01 - loss: 525.2548 - output_latency_loss: 11.4679 - output_throug 1320/85184 [..............................] - ETA: 8:01 - loss: 522.8182 - output_latency_loss: 11.4788 - output_throug 1330/85184 [..............................] - ETA: 8:01 - loss: 521.5523 - output_latency_loss: 11.4821 - output_throug 1341/85184 [..............................] - ETA: 8:01 - loss: 520.8722 - output_latency_loss: 11.4734 - output_throug 1352/85184 [..............................] - ETA: 8:01 - loss: 521.7086 - output_latency_loss: 11.4665 - output_throug 1362/85184 [..............................] - ETA: 8:01 - loss: 519.4141 - output_latency_loss: 11.4613 - output_throug 1373/85184 [..............................] - ETA: 8:01 - loss: 525.0662 - output_latency_loss: 11.4565 - output_throug 1384/85184 [..............................] - ETA: 8:01 - loss: 531.7980 - output_latency_loss: 11.4608 - output_throug 1395/85184 [..............................] - ETA: 8:01 - loss: 531.4650 - output_latency_loss: 11.4681 - output_throug 1406/85184 [..............................] - ETA: 8:01 - loss: 533.0142 - output_latency_loss: 11.4709 - output_throug 1417/85184 [..............................] - ETA: 8:01 - loss: 532.2648 - output_latency_loss: 11.4761 - output_throug 1428/85184 [..............................] - ETA: 8:01 - loss: 530.8087 - output_latency_loss: 11.4766 - output_throug 1439/85184 [..............................] - ETA: 8:00 - loss: 528.8989 - output_latency_loss: 11.4731 - output_throug 1450/85184 [..............................] - ETA: 8:00 - loss: 527.9124 - output_latency_loss: 11.4692 - output_throug 1461/85184 [..............................] - ETA: 8:00 - loss: 526.1348 - output_latency_loss: 11.4703 - output_throug 1472/85184 [..............................] - ETA: 8:00 - loss: 523.8693 - output_latency_loss: 11.4586 - output_throug 1483/85184 [..............................] - ETA: 8:00 - loss: 522.7549 - output_latency_loss: 11.4613 - output_throug 1494/85184 [..............................] - ETA: 8:00 - loss: 521.3577 - output_latency_loss: 11.4625 - output_throug 1505/85184 [..............................] - ETA: 8:00 - loss: 525.2568 - output_latency_loss: 11.4640 - output_throug 1516/85184 [..............................] - ETA: 8:00 - loss: 525.2751 - output_latency_loss: 11.4675 - output_throug 1527/85184 [..............................] - ETA: 8:00 - loss: 523.5971 - output_latency_loss: 11.4704 - output_throug 1537/85184 [..............................] - ETA: 8:00 - loss: 523.4056 - output_latency_loss: 11.4793 - output_throug 1548/85184 [..............................] - ETA: 8:00 - loss: 523.1526 - output_latency_loss: 11.4769 - output_throug 1559/85184 [..............................] - ETA: 8:00 - loss: 521.0573 - output_latency_loss: 11.4666 - output_throug 1570/85184 [..............................] - ETA: 8:00 - loss: 522.5110 - output_latency_loss: 11.4625 - output_throug 1581/85184 [..............................] - ETA: 7:59 - loss: 522.4904 - output_latency_loss: 11.4529 - output_throug 1592/85184 [..............................] - ETA: 7:59 - loss: 521.0557 - output_latency_loss: 11.4485 - output_throug 1603/85184 [..............................] - ETA: 7:59 - loss: 519.9108 - output_latency_loss: 11.4561 - output_throug 1613/85184 [..............................] - ETA: 7:59 - loss: 526.0717 - output_latency_loss: 11.4582 - output_throug 1624/85184 [..............................] - ETA: 8:00 - loss: 524.7442 - output_latency_loss: 11.4578 - output_throug 1635/85184 [..............................] - ETA: 7:59 - loss: 522.5054 - output_latency_loss: 11.4570 - output_throug 1646/85184 [..............................] - ETA: 7:59 - loss: 522.0526 - output_latency_loss: 11.4576 - output_throug 1657/85184 [..............................] - ETA: 7:59 - loss: 522.0253 - output_latency_loss: 11.4646 - output_throug 1668/85184 [..............................] - ETA: 7:59 - loss: 522.1840 - output_latency_loss: 11.4612 - output_throug 1679/85184 [..............................] - ETA: 7:59 - loss: 521.1691 - output_latency_loss: 11.4617 - output_throug 1690/85184 [..............................] - ETA: 7:59 - loss: 521.0020 - output_latency_loss: 11.4605 - output_throug 1700/85184 [..............................] - ETA: 7:59 - loss: 521.7562 - output_latency_loss: 11.4643 - output_throug 1711/85184 [..............................] - ETA: 7:59 - loss: 522.3769 - output_latency_loss: 11.4629 - output_throug 1722/85184 [..............................] - ETA: 7:59 - loss: 522.8192 - output_latency_loss: 11.4783 - output_throug 1733/85184 [..............................] - ETA: 7:59 - loss: 522.5610 - output_latency_loss: 11.4804 - output_throug 1744/85184 [..............................] - ETA: 7:59 - loss: 521.7828 - output_latency_loss: 11.4743 - output_throug 1755/85184 [..............................] - ETA: 7:59 - loss: 520.8267 - output_latency_loss: 11.4680 - output_throug 1766/85184 [..............................] - ETA: 7:59 - loss: 518.9299 - output_latency_loss: 11.4668 - output_throug 1777/85184 [..............................] - ETA: 7:58 - loss: 517.9941 - output_latency_loss: 11.4682 - output_throug 1788/85184 [..............................] - ETA: 7:58 - loss: 517.3984 - output_latency_loss: 11.4747 - output_throug 1800/85184 [..............................] - ETA: 7:58 - loss: 516.4836 - output_latency_loss: 11.4807 - output_throug 1811/85184 [..............................] - ETA: 7:58 - loss: 515.0432 - output_latency_loss: 11.4772 - output_throug 1822/85184 [..............................] - ETA: 7:58 - loss: 514.1687 - output_latency_loss: 11.4726 - output_throug 1833/85184 [..............................] - ETA: 7:58 - loss: 513.7905 - output_latency_loss: 11.4712 - output_throug 1844/85184 [..............................] - ETA: 7:58 - loss: 514.3067 - output_latency_loss: 11.4701 - output_throug 1855/85184 [..............................] - ETA: 7:58 - loss: 513.7562 - output_latency_loss: 11.4705 - output_throug 1866/85184 [..............................] - ETA: 7:58 - loss: 519.3638 - output_latency_loss: 11.4670 - output_throug 1877/85184 [..............................] - ETA: 7:58 - loss: 517.6298 - output_latency_loss: 11.4594 - output_throug 1888/85184 [..............................] - ETA: 7:57 - loss: 516.6282 - output_latency_loss: 11.4703 - output_throug 1899/85184 [..............................] - ETA: 7:57 - loss: 516.5511 - output_latency_loss: 11.4679 - output_throug 1910/85184 [..............................] - ETA: 7:57 - loss: 515.8147 - output_latency_loss: 11.4681 - output_throug 1921/85184 [..............................] - ETA: 7:57 - loss: 516.4021 - output_latency_loss: 11.4621 - output_throug 1932/85184 [..............................] - ETA: 7:57 - loss: 515.1510 - output_latency_loss: 11.4643 - output_throug 1942/85184 [..............................] - ETA: 7:57 - loss: 514.5345 - output_latency_loss: 11.4649 - output_throug 1953/85184 [..............................] - ETA: 7:57 - loss: 512.8126 - output_latency_loss: 11.4689 - output_throug 1964/85184 [..............................] - ETA: 7:57 - loss: 511.4344 - output_latency_loss: 11.4700 - output_throug 1975/85184 [..............................] - ETA: 7:57 - loss: 511.0226 - output_latency_loss: 11.4670 - output_throug 1985/85184 [..............................] - ETA: 7:57 - loss: 509.8722 - output_latency_loss: 11.4731 - output_throug 1996/85184 [..............................] - ETA: 7:57 - loss: 508.5818 - output_latency_loss: 11.4690 - output_throug 2007/85184 [..............................] - ETA: 7:57 - loss: 508.1637 - output_latency_loss: 11.4771 - output_throug 2018/85184 [..............................] - ETA: 7:57 - loss: 508.4503 - output_latency_loss: 11.4836 - output_throug 2028/85184 [..............................] - ETA: 7:57 - loss: 507.5815 - output_latency_loss: 11.4894 - output_throug 2039/85184 [..............................] - ETA: 7:57 - loss: 509.2343 - output_latency_loss: 11.4839 - output_throug 2050/85184 [..............................] - ETA: 7:57 - loss: 507.5870 - output_latency_loss: 11.4844 - output_throug 2061/85184 [..............................] - ETA: 7:57 - loss: 507.9276 - output_latency_loss: 11.4879 - output_throug 2071/85184 [..............................] - ETA: 7:57 - loss: 508.4533 - output_latency_loss: 11.4858 - output_throug 2082/85184 [..............................] - ETA: 7:57 - loss: 507.2221 - output_latency_loss: 11.4811 - output_throug 2093/85184 [..............................] - ETA: 7:57 - loss: 506.7314 - output_latency_loss: 11.4776 - output_throug 2104/85184 [..............................] - ETA: 7:57 - loss: 505.3303 - output_latency_loss: 11.4833 - output_throug 2115/85184 [..............................] - ETA: 7:57 - loss: 504.0335 - output_latency_loss: 11.4784 - output_throug 2126/85184 [..............................] - ETA: 7:56 - loss: 503.1285 - output_latency_loss: 11.4836 - output_throug 2137/85184 [..............................] - ETA: 7:56 - loss: 502.6138 - output_latency_loss: 11.4868 - output_throug 2148/85184 [..............................] - ETA: 7:56 - loss: 501.4716 - output_latency_loss: 11.4791 - output_throug 2158/85184 [..............................] - ETA: 7:56 - loss: 500.1428 - output_latency_loss: 11.4802 - output_throug 2169/85184 [..............................] - ETA: 7:56 - loss: 500.1746 - output_latency_loss: 11.4792 - output_throug 2180/85184 [..............................] - ETA: 7:56 - loss: 500.5545 - output_latency_loss: 11.4760 - output_throug 2191/85184 [..............................] - ETA: 7:56 - loss: 500.8018 - output_latency_loss: 11.4778 - output_throug 2201/85184 [..............................] - ETA: 7:56 - loss: 500.4392 - output_latency_loss: 11.4805 - output_throug 2212/85184 [..............................] - ETA: 7:56 - loss: 500.6870 - output_latency_loss: 11.4893 - output_throug 2223/85184 [..............................] - ETA: 7:56 - loss: 500.4315 - output_latency_loss: 11.4922 - output_throug 2234/85184 [..............................] - ETA: 7:56 - loss: 500.0646 - output_latency_loss: 11.4909 - output_throug 2245/85184 [..............................] - ETA: 7:56 - loss: 498.7055 - output_latency_loss: 11.4864 - output_throug 2256/85184 [..............................] - ETA: 7:56 - loss: 498.3730 - output_latency_loss: 11.4851 - output_throug 2267/85184 [..............................] - ETA: 7:55 - loss: 499.1024 - output_latency_loss: 11.4835 - output_throug 2278/85184 [..............................] - ETA: 7:55 - loss: 499.5430 - output_latency_loss: 11.4865 - output_throug 2289/85184 [..............................] - ETA: 7:55 - loss: 498.0735 - output_latency_loss: 11.4905 - output_throug 2300/85184 [..............................] - ETA: 7:55 - loss: 499.0085 - output_latency_loss: 11.4879 - output_throug 2311/85184 [..............................] - ETA: 7:55 - loss: 498.0587 - output_latency_loss: 11.4912 - output_throug 2322/85184 [..............................] - ETA: 7:55 - loss: 497.9482 - output_latency_loss: 11.4842 - output_throug 2333/85184 [..............................] - ETA: 7:55 - loss: 497.5501 - output_latency_loss: 11.4848 - output_throug 2344/85184 [..............................] - ETA: 7:55 - loss: 496.6512 - output_latency_loss: 11.4903 - output_throug 2355/85184 [..............................] - ETA: 7:55 - loss: 499.3440 - output_latency_loss: 11.4935 - output_throug 2366/85184 [..............................] - ETA: 7:55 - loss: 498.6151 - output_latency_loss: 11.4920 - output_throug 2377/85184 [..............................] - ETA: 7:55 - loss: 497.8003 - output_latency_loss: 11.4893 - output_throug 2388/85184 [..............................] - ETA: 7:55 - loss: 496.8404 - output_latency_loss: 11.4879 - output_throug 2399/85184 [..............................] - ETA: 7:55 - loss: 496.2221 - output_latency_loss: 11.4870 - output_throug 2410/85184 [..............................] - ETA: 7:54 - loss: 496.7078 - output_latency_loss: 11.4896 - output_throug 2421/85184 [..............................] - ETA: 7:54 - loss: 497.2154 - output_latency_loss: 11.4794 - output_throug 2432/85184 [..............................] - ETA: 7:54 - loss: 499.3865 - output_latency_loss: 11.4785 - output_throug 2443/85184 [..............................] - ETA: 7:54 - loss: 498.2597 - output_latency_loss: 11.4745 - output_throug 2454/85184 [..............................] - ETA: 7:54 - loss: 497.2957 - output_latency_loss: 11.4784 - output_throug 2464/85184 [..............................] - ETA: 7:54 - loss: 496.9631 - output_latency_loss: 11.4802 - output_throug 2475/85184 [..............................] - ETA: 7:54 - loss: 496.9918 - output_latency_loss: 11.4807 - output_throug 2486/85184 [..............................] - ETA: 7:54 - loss: 496.5730 - output_latency_loss: 11.4854 - output_throug 2497/85184 [..............................] - ETA: 7:54 - loss: 496.4059 - output_latency_loss: 11.4849 - output_throug 2508/85184 [..............................] - ETA: 7:54 - loss: 495.6970 - output_latency_loss: 11.4825 - output_throug 2519/85184 [..............................] - ETA: 7:54 - loss: 495.8772 - output_latency_loss: 11.4822 - output_throug 2530/85184 [..............................] - ETA: 7:54 - loss: 495.2711 - output_latency_loss: 11.4807 - output_throug 2541/85184 [..............................] - ETA: 7:54 - loss: 505.3130 - output_latency_loss: 11.4826 - output_throug 2552/85184 [..............................] - ETA: 7:54 - loss: 504.6263 - output_latency_loss: 11.4823 - output_throug 2563/85184 [..............................] - ETA: 7:53 - loss: 504.7900 - output_latency_loss: 11.4774 - output_throug 2574/85184 [..............................] - ETA: 7:53 - loss: 503.5311 - output_latency_loss: 11.4732 - output_throug 2585/85184 [..............................] - ETA: 7:53 - loss: 503.3746 - output_latency_loss: 11.4738 - output_throug 2595/85184 [..............................] - ETA: 7:53 - loss: 502.8295 - output_latency_loss: 11.4786 - output_throug 2606/85184 [..............................] - ETA: 7:53 - loss: 501.8350 - output_latency_loss: 11.4792 - output_throug 2617/85184 [..............................] - ETA: 7:53 - loss: 500.5949 - output_latency_loss: 11.4782 - output_throug 2628/85184 [..............................] - ETA: 7:53 - loss: 500.3371 - output_latency_loss: 11.4736 - output_throug 2638/85184 [..............................] - ETA: 7:53 - loss: 500.0441 - output_latency_loss: 11.4702 - output_throug 2649/85184 [..............................] - ETA: 7:53 - loss: 500.7285 - output_latency_loss: 11.4724 - output_throug 2660/85184 [..............................] - ETA: 7:53 - loss: 500.1791 - output_latency_loss: 11.4685 - output_throug 2671/85184 [..............................] - ETA: 7:53 - loss: 500.0179 - output_latency_loss: 11.4685 - output_throug 2682/85184 [..............................] - ETA: 7:53 - loss: 499.9209 - output_latency_loss: 11.4697 - output_throug 2693/85184 [..............................] - ETA: 7:53 - loss: 509.4237 - output_latency_loss: 11.4729 - output_throug 2703/85184 [..............................] - ETA: 7:53 - loss: 508.6888 - output_latency_loss: 11.4703 - output_throug 2714/85184 [..............................] - ETA: 7:53 - loss: 508.0334 - output_latency_loss: 11.4720 - output_throug 2723/85184 [..............................] - ETA: 7:53 - loss: 507.7354 - output_latency_loss: 11.4710 - output_throug 2734/85184 [..............................] - ETA: 7:53 - loss: 506.7650 - output_latency_loss: 11.4710 - output_throug 2745/85184 [..............................] - ETA: 7:53 - loss: 507.1452 - output_latency_loss: 11.4702 - output_throug 2756/85184 [..............................] - ETA: 7:52 - loss: 506.1678 - output_latency_loss: 11.4767 - output_throug 2767/85184 [..............................] - ETA: 7:52 - loss: 506.1899 - output_latency_loss: 11.4770 - output_throug 2778/85184 [..............................] - ETA: 7:52 - loss: 505.3179 - output_latency_loss: 11.4724 - output_throug 2788/85184 [..............................] - ETA: 7:52 - loss: 504.2916 - output_latency_loss: 11.4714 - output_throug 2799/85184 [..............................] - ETA: 7:52 - loss: 503.3314 - output_latency_loss: 11.4730 - output_throug 2810/85184 [..............................] - ETA: 7:52 - loss: 502.7973 - output_latency_loss: 11.4719 - output_throug 2820/85184 [..............................] - ETA: 7:52 - loss: 501.7209 - output_latency_loss: 11.4763 - output_throug 2831/85184 [..............................] - ETA: 7:52 - loss: 501.1243 - output_latency_loss: 11.4747 - output_throug 2842/85184 [>.............................] - ETA: 7:52 - loss: 500.4045 - output_latency_loss: 11.4792 - output_throug 2853/85184 [>.............................] - ETA: 7:52 - loss: 501.0421 - output_latency_loss: 11.4789 - output_throug 2863/85184 [>.............................] - ETA: 7:52 - loss: 500.2050 - output_latency_loss: 11.4786 - output_throug 2874/85184 [>.............................] - ETA: 7:52 - loss: 500.0168 - output_latency_loss: 11.4806 - output_throug 2885/85184 [>.............................] - ETA: 7:52 - loss: 500.1356 - output_latency_loss: 11.4810 - output_throug 2896/85184 [>.............................] - ETA: 7:52 - loss: 500.5735 - output_latency_loss: 11.4772 - output_throug 2907/85184 [>.............................] - ETA: 7:52 - loss: 500.7584 - output_latency_loss: 11.4769 - output_throug 2918/85184 [>.............................] - ETA: 7:52 - loss: 504.4793 - output_latency_loss: 11.4761 - output_throug 2929/85184 [>.............................] - ETA: 7:52 - loss: 503.5310 - output_latency_loss: 11.4700 - output_throug 2939/85184 [>.............................] - ETA: 7:52 - loss: 503.1003 - output_latency_loss: 11.4713 - output_throug 2950/85184 [>.............................] - ETA: 7:52 - loss: 502.7180 - output_latency_loss: 11.4706 - output_throug 2961/85184 [>.............................] - ETA: 7:52 - loss: 501.7302 - output_latency_loss: 11.4678 - output_throug 2972/85184 [>.............................] - ETA: 7:52 - loss: 501.3983 - output_latency_loss: 11.4703 - output_throug 2983/85184 [>.............................] - ETA: 7:51 - loss: 500.7072 - output_latency_loss: 11.4742 - output_throug 2994/85184 [>.............................] - ETA: 7:51 - loss: 499.8733 - output_latency_loss: 11.4717 - output_throug 3005/85184 [>.............................] - ETA: 7:51 - loss: 499.0989 - output_latency_loss: 11.4731 - output_throug 3015/85184 [>.............................] - ETA: 7:51 - loss: 498.5554 - output_latency_loss: 11.4741 - output_throug 3026/85184 [>.............................] - ETA: 7:51 - loss: 498.0069 - output_latency_loss: 11.4702 - output_throug 3037/85184 [>.............................] - ETA: 7:51 - loss: 497.1142 - output_latency_loss: 11.4712 - output_throug 3047/85184 [>.............................] - ETA: 7:51 - loss: 498.8387 - output_latency_loss: 11.4723 - output_throug 3058/85184 [>.............................] - ETA: 7:51 - loss: 498.3391 - output_latency_loss: 11.4706 - output_throug 3069/85184 [>.............................] - ETA: 7:51 - loss: 497.6559 - output_latency_loss: 11.4752 - output_throug 3080/85184 [>.............................] - ETA: 7:51 - loss: 496.9206 - output_latency_loss: 11.4727 - output_throug 3091/85184 [>.............................] - ETA: 7:51 - loss: 496.0966 - output_latency_loss: 11.4771 - output_throug 3102/85184 [>.............................] - ETA: 7:51 - loss: 497.2716 - output_latency_loss: 11.4786 - output_throug 3113/85184 [>.............................] - ETA: 7:51 - loss: 496.5168 - output_latency_loss: 11.4747 - output_throug 3123/85184 [>.............................] - ETA: 7:51 - loss: 496.1710 - output_latency_loss: 11.4761 - output_throug 3134/85184 [>.............................] - ETA: 7:51 - loss: 495.8907 - output_latency_loss: 11.4788 - output_throug 3145/85184 [>.............................] - ETA: 7:51 - loss: 494.6312 - output_latency_loss: 11.4810 - output_throug 3156/85184 [>.............................] - ETA: 7:51 - loss: 493.7802 - output_latency_loss: 11.4808 - output_throug 3167/85184 [>.............................] - ETA: 7:50 - loss: 494.1573 - output_latency_loss: 11.4802 - output_throug 3178/85184 [>.............................] - ETA: 7:50 - loss: 494.0155 - output_latency_loss: 11.4824 - output_throug 3189/85184 [>.............................] - ETA: 7:50 - loss: 493.0262 - output_latency_loss: 11.4875 - output_throug 3200/85184 [>.............................] - ETA: 7:50 - loss: 493.6638 - output_latency_loss: 11.4875 - output_throug 3211/85184 [>.............................] - ETA: 7:50 - loss: 494.6162 - output_latency_loss: 11.4846 - output_throug 3222/85184 [>.............................] - ETA: 7:50 - loss: 497.6481 - output_latency_loss: 11.4832 - output_throug 3232/85184 [>.............................] - ETA: 7:50 - loss: 497.0241 - output_latency_loss: 11.4816 - output_throug 3243/85184 [>.............................] - ETA: 7:50 - loss: 496.5953 - output_latency_loss: 11.4790 - output_throug 3254/85184 [>.............................] - ETA: 7:50 - loss: 496.9305 - output_latency_loss: 11.4801 - output_throug 3265/85184 [>.............................] - ETA: 7:50 - loss: 496.3917 - output_latency_loss: 11.4808 - output_throug 3276/85184 [>.............................] - ETA: 7:50 - loss: 495.7852 - output_latency_loss: 11.4786 - output_throug 3286/85184 [>.............................] - ETA: 7:50 - loss: 495.5359 - output_latency_loss: 11.4793 - output_throug 3297/85184 [>.............................] - ETA: 7:50 - loss: 494.7769 - output_latency_loss: 11.4828 - output_throug 3308/85184 [>.............................] - ETA: 7:50 - loss: 494.6670 - output_latency_loss: 11.4849 - output_throug 3319/85184 [>.............................] - ETA: 7:50 - loss: 494.2181 - output_latency_loss: 11.4798 - output_throug 3330/85184 [>.............................] - ETA: 7:50 - loss: 493.9047 - output_latency_loss: 11.4784 - output_throug 3341/85184 [>.............................] - ETA: 7:49 - loss: 493.5847 - output_latency_loss: 11.4777 - output_throug 3352/85184 [>.............................] - ETA: 7:49 - loss: 497.5477 - output_latency_loss: 11.4798 - output_throug 3363/85184 [>.............................] - ETA: 7:49 - loss: 497.9261 - output_latency_loss: 11.4806 - output_throug 3374/85184 [>.............................] - ETA: 7:49 - loss: 498.1368 - output_latency_loss: 11.4832 - output_throug 3384/85184 [>.............................] - ETA: 7:49 - loss: 497.5886 - output_latency_loss: 11.4914 - output_throug 3395/85184 [>.............................] - ETA: 7:49 - loss: 497.8934 - output_latency_loss: 11.4939 - output_throug 3406/85184 [>.............................] - ETA: 7:49 - loss: 497.1580 - output_latency_loss: 11.4979 - output_throug 3417/85184 [>.............................] - ETA: 7:49 - loss: 496.7204 - output_latency_loss: 11.4994 - output_throug 3428/85184 [>.............................] - ETA: 7:49 - loss: 496.0645 - output_latency_loss: 11.4947 - output_throug 3439/85184 [>.............................] - ETA: 7:49 - loss: 495.9864 - output_latency_loss: 11.4930 - output_throug 3450/85184 [>.............................] - ETA: 7:49 - loss: 506.0668 - output_latency_loss: 11.4912 - output_throug 3461/85184 [>.............................] - ETA: 7:49 - loss: 505.5780 - output_latency_loss: 11.4903 - output_throug 3471/85184 [>.............................] - ETA: 7:49 - loss: 504.8437 - output_latency_loss: 11.4914 - output_throug 3483/85184 [>.............................] - ETA: 7:49 - loss: 504.5832 - output_latency_loss: 11.4894 - output_throug 3493/85184 [>.............................] - ETA: 7:49 - loss: 504.2043 - output_latency_loss: 11.4867 - output_throug 3503/85184 [>.............................] - ETA: 7:49 - loss: 509.5457 - output_latency_loss: 11.4871 - output_throug 3514/85184 [>.............................] - ETA: 7:49 - loss: 509.9980 - output_latency_loss: 11.4912 - output_throug 3525/85184 [>.............................] - ETA: 7:48 - loss: 510.7140 - output_latency_loss: 11.4888 - output_throug 3536/85184 [>.............................] - ETA: 7:48 - loss: 512.4959 - output_latency_loss: 11.4895 - output_throug 3547/85184 [>.............................] - ETA: 7:48 - loss: 511.8503 - output_latency_loss: 11.4896 - output_throug 3558/85184 [>.............................] - ETA: 7:48 - loss: 512.4617 - output_latency_loss: 11.4886 - output_throug 3569/85184 [>.............................] - ETA: 7:48 - loss: 513.4078 - output_latency_loss: 11.4890 - output_throug 3580/85184 [>.............................] - ETA: 7:48 - loss: 512.9389 - output_latency_loss: 11.4891 - output_throug 3590/85184 [>.............................] - ETA: 7:48 - loss: 512.3556 - output_latency_loss: 11.4903 - 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ETA: 7:48 - loss: 515.3215 - output_latency_loss: 11.4965 - output_throug 3698/85184 [>.............................] - ETA: 7:47 - loss: 515.2565 - output_latency_loss: 11.4920 - output_throug 3709/85184 [>.............................] - ETA: 7:47 - loss: 514.5932 - output_latency_loss: 11.4975 - output_throug 3720/85184 [>.............................] - ETA: 7:47 - loss: 513.5562 - output_latency_loss: 11.5000 - output_throug 3731/85184 [>.............................] - ETA: 7:47 - loss: 513.3300 - output_latency_loss: 11.4947 - output_throug 3741/85184 [>.............................] - ETA: 7:47 - loss: 512.4793 - output_latency_loss: 11.4972 - output_throug 3752/85184 [>.............................] - ETA: 7:47 - loss: 512.2507 - output_latency_loss: 11.4962 - output_throug 3763/85184 [>.............................] - ETA: 7:47 - loss: 511.8354 - output_latency_loss: 11.4997 - output_throug 3774/85184 [>.............................] - ETA: 7:47 - loss: 512.0587 - output_latency_loss: 11.5011 - 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ETA: 7:47 - loss: 513.1061 - output_latency_loss: 11.4886 - output_throug 3882/85184 [>.............................] - ETA: 7:47 - loss: 512.6713 - output_latency_loss: 11.4892 - output_throug 3893/85184 [>.............................] - ETA: 7:46 - loss: 512.5923 - output_latency_loss: 11.4868 - output_throug 3904/85184 [>.............................] - ETA: 7:46 - loss: 512.7628 - output_latency_loss: 11.4882 - output_throug 3915/85184 [>.............................] - ETA: 7:46 - loss: 511.9531 - output_latency_loss: 11.4864 - output_throug 3925/85184 [>.............................] - ETA: 7:46 - loss: 512.0800 - output_latency_loss: 11.4837 - output_throug 3936/85184 [>.............................] - ETA: 7:46 - loss: 512.0311 - output_latency_loss: 11.4847 - output_throug 3947/85184 [>.............................] - ETA: 7:46 - loss: 511.3324 - output_latency_loss: 11.4854 - output_throug 3958/85184 [>.............................] - ETA: 7:46 - loss: 514.6725 - output_latency_loss: 11.4842 - 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ETA: 7:46 - loss: 510.1957 - output_latency_loss: 11.5007 - output_throug 4065/85184 [>.............................] - ETA: 7:46 - loss: 509.4511 - output_latency_loss: 11.5004 - output_throug 4076/85184 [>.............................] - ETA: 7:45 - loss: 509.4315 - output_latency_loss: 11.5002 - output_throug 4086/85184 [>.............................] - ETA: 7:46 - loss: 509.0299 - output_latency_loss: 11.5012 - output_throug 4096/85184 [>.............................] - ETA: 7:45 - loss: 508.3261 - output_latency_loss: 11.5008 - output_throug 4107/85184 [>.............................] - ETA: 7:45 - loss: 507.8633 - output_latency_loss: 11.4994 - output_throug 4118/85184 [>.............................] - ETA: 7:45 - loss: 507.4232 - output_latency_loss: 11.4969 - output_throug 4130/85184 [>.............................] - ETA: 7:45 - loss: 506.7104 - output_latency_loss: 11.4989 - output_throug 4140/85184 [>.............................] - ETA: 7:45 - loss: 507.1852 - output_latency_loss: 11.4994 - 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ETA: 7:45 - loss: 507.3770 - output_latency_loss: 11.4959 - output_throug 4249/85184 [>.............................] - ETA: 7:45 - loss: 506.9459 - output_latency_loss: 11.4955 - output_throug 4260/85184 [>.............................] - ETA: 7:44 - loss: 507.0190 - output_latency_loss: 11.4974 - output_throug 4271/85184 [>.............................] - ETA: 7:44 - loss: 506.9796 - output_latency_loss: 11.4972 - output_throug 4280/85184 [>.............................] - ETA: 7:44 - loss: 506.4894 - output_latency_loss: 11.4949 - output_throug 4292/85184 [>.............................] - ETA: 7:44 - loss: 505.6779 - output_latency_loss: 11.4935 - output_throug 4303/85184 [>.............................] - ETA: 7:44 - loss: 506.1484 - output_latency_loss: 11.4894 - output_throug 4313/85184 [>.............................] - ETA: 7:44 - loss: 505.6596 - output_latency_loss: 11.4907 - output_throug 4324/85184 [>.............................] - ETA: 7:44 - loss: 505.4109 - output_latency_loss: 11.4923 - 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ETA: 7:43 - loss: 507.6957 - output_latency_loss: 11.4978 - output_throug 4434/85184 [>.............................] - ETA: 7:43 - loss: 507.3386 - output_latency_loss: 11.5000 - output_throug 4444/85184 [>.............................] - ETA: 7:43 - loss: 506.7701 - output_latency_loss: 11.4985 - output_throug 4455/85184 [>.............................] - ETA: 7:43 - loss: 506.5692 - output_latency_loss: 11.4994 - output_throug 4464/85184 [>.............................] - ETA: 7:43 - loss: 506.1862 - output_latency_loss: 11.5005 - output_throug 4474/85184 [>.............................] - ETA: 7:43 - loss: 505.5555 - output_latency_loss: 11.5047 - output_throug 4483/85184 [>.............................] - ETA: 7:43 - loss: 505.7687 - output_latency_loss: 11.5036 - output_throug 4494/85184 [>.............................] - ETA: 7:43 - loss: 505.3416 - output_latency_loss: 11.5087 - output_throug 4504/85184 [>.............................] - ETA: 7:43 - loss: 505.1781 - output_latency_loss: 11.5086 - 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ETA: 7:43 - loss: 504.6420 - output_latency_loss: 11.5015 - output_throug 4613/85184 [>.............................] - ETA: 7:43 - loss: 505.5093 - output_latency_loss: 11.5034 - output_throug 4624/85184 [>.............................] - ETA: 7:43 - loss: 504.9290 - output_latency_loss: 11.5048 - output_throug 4634/85184 [>.............................] - ETA: 7:43 - loss: 505.7938 - output_latency_loss: 11.5078 - output_throug 4645/85184 [>.............................] - ETA: 7:42 - loss: 505.4841 - output_latency_loss: 11.5078 - output_throug 4656/85184 [>.............................] - ETA: 7:42 - loss: 505.8781 - output_latency_loss: 11.5125 - output_throug 4667/85184 [>.............................] - ETA: 7:42 - loss: 505.2172 - output_latency_loss: 11.5086 - output_throug 4678/85184 [>.............................] - ETA: 7:42 - loss: 504.8533 - output_latency_loss: 11.5069 - output_throug 4689/85184 [>.............................] - ETA: 7:42 - loss: 505.0184 - output_latency_loss: 11.5072 - 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ETA: 7:42 - loss: 506.2347 - output_latency_loss: 11.5074 - output_throug 4798/85184 [>.............................] - ETA: 7:42 - loss: 505.7703 - output_latency_loss: 11.5060 - output_throug 4809/85184 [>.............................] - ETA: 7:41 - loss: 505.9468 - output_latency_loss: 11.5076 - output_throug 4820/85184 [>.............................] - ETA: 7:41 - loss: 506.6266 - output_latency_loss: 11.5074 - output_throug 4829/85184 [>.............................] - ETA: 7:41 - loss: 506.1009 - output_latency_loss: 11.5092 - output_throug 4840/85184 [>.............................] - ETA: 7:41 - loss: 505.8787 - output_latency_loss: 11.5119 - output_throug 4851/85184 [>.............................] - ETA: 7:41 - loss: 505.1563 - output_latency_loss: 11.5111 - output_throug 4863/85184 [>.............................] - ETA: 7:41 - loss: 504.5760 - output_latency_loss: 11.5118 - output_throug 4873/85184 [>.............................] - ETA: 7:41 - loss: 504.1444 - output_latency_loss: 11.5119 - 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ETA: 7:40 - loss: 502.9177 - output_latency_loss: 11.5208 - output_throug 4981/85184 [>.............................] - ETA: 7:40 - loss: 502.6043 - output_latency_loss: 11.5211 - output_throug 4992/85184 [>.............................] - ETA: 7:40 - loss: 502.5752 - output_latency_loss: 11.5185 - output_throug 5003/85184 [>.............................] - ETA: 7:40 - loss: 502.2469 - output_latency_loss: 11.5224 - output_throug 5014/85184 [>.............................] - ETA: 7:40 - loss: 501.7475 - output_latency_loss: 11.5218 - output_throug 5024/85184 [>.............................] - ETA: 7:40 - loss: 501.9511 - output_latency_loss: 11.5219 - output_throug 5035/85184 [>.............................] - ETA: 7:40 - loss: 501.2552 - output_latency_loss: 11.5212 - output_throug 5046/85184 [>.............................] - ETA: 7:40 - loss: 500.7943 - output_latency_loss: 11.5208 - output_throug 5057/85184 [>.............................] - ETA: 7:40 - loss: 501.0499 - output_latency_loss: 11.5232 - 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ETA: 7:39 - loss: 509.2694 - output_latency_loss: 11.5255 - output_throug 5167/85184 [>.............................] - ETA: 7:39 - loss: 509.0980 - output_latency_loss: 11.5276 - output_throug 5178/85184 [>.............................] - ETA: 7:39 - loss: 508.8718 - output_latency_loss: 11.5277 - output_throug 5189/85184 [>.............................] - ETA: 7:39 - loss: 509.4185 - output_latency_loss: 11.5272 - output_throug 5200/85184 [>.............................] - ETA: 7:39 - loss: 512.3902 - output_latency_loss: 11.5288 - output_throug 5210/85184 [>.............................] - ETA: 7:39 - loss: 514.2306 - output_latency_loss: 11.5277 - output_throug 5221/85184 [>.............................] - ETA: 7:39 - loss: 513.7310 - output_latency_loss: 11.5268 - output_throug 5232/85184 [>.............................] - ETA: 7:39 - loss: 513.6710 - output_latency_loss: 11.5247 - output_throug 5243/85184 [>.............................] - ETA: 7:39 - loss: 513.3425 - output_latency_loss: 11.5223 - 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ETA: 7:38 - loss: 514.1856 - output_latency_loss: 11.5280 - output_throug 5351/85184 [>.............................] - ETA: 7:38 - loss: 513.7329 - output_latency_loss: 11.5274 - output_throug 5362/85184 [>.............................] - ETA: 7:38 - loss: 513.3985 - output_latency_loss: 11.5268 - output_throug 5373/85184 [>.............................] - ETA: 7:38 - loss: 513.2691 - output_latency_loss: 11.5270 - output_throug 5384/85184 [>.............................] - ETA: 7:38 - loss: 513.8640 - output_latency_loss: 11.5247 - output_throug 5395/85184 [>.............................] - ETA: 7:38 - loss: 513.7120 - output_latency_loss: 11.5238 - output_throug 5406/85184 [>.............................] - ETA: 7:38 - loss: 513.7325 - output_latency_loss: 11.5250 - output_throug 5416/85184 [>.............................] - ETA: 7:38 - loss: 513.3739 - output_latency_loss: 11.5263 - output_throug 5427/85184 [>.............................] - ETA: 7:38 - loss: 513.2285 - output_latency_loss: 11.5258 - output_throug 5437/85184 [>.............................] - ETA: 7:38 - loss: 513.1480 - output_latency_loss: 11.5250 - output_throug 5448/85184 [>.............................] - ETA: 7:38 - loss: 513.0522 - output_latency_loss: 11.5237 - output_throug 5459/85184 [>.............................] - ETA: 7:38 - loss: 512.4708 - output_latency_loss: 11.5270 - output_throug 5470/85184 [>.............................] - ETA: 7:38 - loss: 513.6951 - output_latency_loss: 11.5286 - output_throug 5481/85184 [>.............................] - ETA: 7:37 - loss: 513.3890 - output_latency_loss: 11.5275 - output_throug 5492/85184 [>.............................] - ETA: 7:37 - loss: 514.4337 - output_latency_loss: 11.5258 - output_throug 5503/85184 [>.............................] - ETA: 7:37 - loss: 515.0945 - output_latency_loss: 11.5218 - output_throug 5513/85184 [>.............................] - ETA: 7:37 - loss: 514.9305 - output_latency_loss: 11.5235 - output_throug 5524/85184 [>.............................] - ETA: 7:37 - loss: 516.5912 - output_latency_loss: 11.5244 - output_throug 5535/85184 [>.............................] - ETA: 7:37 - loss: 516.1165 - output_latency_loss: 11.5241 - output_throug 5546/85184 [>.............................] - ETA: 7:37 - loss: 515.6481 - output_latency_loss: 11.5271 - output_throug 5557/85184 [>.............................] - ETA: 7:37 - loss: 515.3581 - output_latency_loss: 11.5282 - output_throug 5568/85184 [>.............................] - ETA: 7:37 - loss: 515.1379 - output_latency_loss: 11.5279 - output_throug 5579/85184 [>.............................] - ETA: 7:37 - loss: 515.3206 - output_latency_loss: 11.5294 - output_throug 5590/85184 [>.............................] - ETA: 7:37 - loss: 514.9481 - output_latency_loss: 11.5301 - output_throug 5600/85184 [>.............................] - ETA: 7:37 - loss: 514.9814 - output_latency_loss: 11.5291 - output_throug 5611/85184 [>.............................] - ETA: 7:37 - loss: 515.9426 - output_latency_loss: 11.5285 - output_throug 5622/85184 [>.............................] - ETA: 7:37 - loss: 515.4460 - output_latency_loss: 11.5282 - output_throug 5633/85184 [>.............................] - ETA: 7:37 - loss: 515.4368 - output_latency_loss: 11.5250 - output_throug 5644/85184 [>.............................] - ETA: 7:37 - loss: 515.2013 - output_latency_loss: 11.5235 - output_throug 5655/85184 [>.............................] - ETA: 7:36 - loss: 515.2903 - output_latency_loss: 11.5254 - output_throug 5665/85184 [>.............................] - ETA: 7:36 - loss: 514.7236 - output_latency_loss: 11.5240 - output_throug 5677/85184 [>.............................] - ETA: 7:36 - loss: 514.2924 - output_latency_loss: 11.5227 - output_throug 5685/85184 [=>............................] - ETA: 7:36 - loss: 514.2469 - output_latency_loss: 11.5221 - output_throug 5696/85184 [=>............................] - ETA: 7:36 - loss: 513.8180 - output_latency_loss: 11.5206 - output_throug 5707/85184 [=>............................] - ETA: 7:36 - loss: 514.7751 - output_latency_loss: 11.5204 - output_throug 5718/85184 [=>............................] - ETA: 7:36 - loss: 514.5419 - output_latency_loss: 11.5211 - output_throug 5729/85184 [=>............................] - ETA: 7:36 - loss: 514.0179 - output_latency_loss: 11.5221 - output_throug 5740/85184 [=>............................] - ETA: 7:36 - loss: 513.7562 - output_latency_loss: 11.5220 - output_throug 5751/85184 [=>............................] - ETA: 7:36 - loss: 513.4158 - output_latency_loss: 11.5246 - output_throug 5762/85184 [=>............................] - ETA: 7:36 - loss: 513.6026 - output_latency_loss: 11.5257 - output_throug 5773/85184 [=>............................] - ETA: 7:36 - loss: 513.6875 - output_latency_loss: 11.5228 - output_throug 5784/85184 [=>............................] - ETA: 7:36 - loss: 513.8181 - output_latency_loss: 11.5241 - output_throug 5795/85184 [=>............................] - ETA: 7:36 - loss: 513.8628 - output_latency_loss: 11.5220 - output_throug 5806/85184 [=>............................] - ETA: 7:36 - loss: 514.2544 - output_latency_loss: 11.5223 - output_throug 5817/85184 [=>............................] - ETA: 7:35 - loss: 513.6729 - output_latency_loss: 11.5225 - output_throug 5828/85184 [=>............................] - ETA: 7:35 - loss: 513.2178 - output_latency_loss: 11.5237 - output_throug 5839/85184 [=>............................] - ETA: 7:35 - loss: 512.9128 - output_latency_loss: 11.5219 - output_throug 5850/85184 [=>............................] - ETA: 7:35 - loss: 512.6434 - output_latency_loss: 11.5202 - output_throug 5861/85184 [=>............................] - ETA: 7:35 - loss: 512.7104 - output_latency_loss: 11.5189 - output_throug 5872/85184 [=>............................] - ETA: 7:35 - loss: 512.3265 - output_latency_loss: 11.5186 - output_throug 5883/85184 [=>............................] - ETA: 7:35 - loss: 512.1228 - output_latency_loss: 11.5200 - output_throug 5894/85184 [=>............................] - ETA: 7:35 - loss: 511.5856 - output_latency_loss: 11.5192 - output_throug 5904/85184 [=>............................] - ETA: 7:35 - loss: 511.2301 - output_latency_loss: 11.5188 - output_throug 5915/85184 [=>............................] - ETA: 7:35 - loss: 510.6618 - output_latency_loss: 11.5202 - output_throug 5926/85184 [=>............................] - ETA: 7:35 - loss: 510.7803 - output_latency_loss: 11.5228 - output_throug 5937/85184 [=>............................] - ETA: 7:35 - loss: 511.0862 - output_latency_loss: 11.5220 - output_throug 5948/85184 [=>............................] - ETA: 7:35 - loss: 511.4834 - output_latency_loss: 11.5232 - output_throug 5959/85184 [=>............................] - ETA: 7:35 - loss: 512.0021 - output_latency_loss: 11.5212 - output_throug 5970/85184 [=>............................] - ETA: 7:34 - loss: 511.6845 - output_latency_loss: 11.5233 - output_throug 5981/85184 [=>............................] - ETA: 7:34 - loss: 511.8709 - output_latency_loss: 11.5249 - output_throug 5991/85184 [=>............................] - ETA: 7:34 - loss: 512.9771 - output_latency_loss: 11.5234 - output_throug 6002/85184 [=>............................] - ETA: 7:34 - loss: 512.9116 - output_latency_loss: 11.5241 - output_throug 6013/85184 [=>............................] - ETA: 7:34 - loss: 512.7952 - output_latency_loss: 11.5241 - output_throug 6021/85184 [=>............................] - ETA: 7:34 - loss: 512.5246 - output_latency_loss: 11.5236 - output_throug 6032/85184 [=>............................] - ETA: 7:34 - loss: 512.7979 - output_latency_loss: 11.5232 - output_throug 6043/85184 [=>............................] - ETA: 7:34 - loss: 512.5134 - output_latency_loss: 11.5226 - output_throug 6054/85184 [=>............................] - ETA: 7:34 - loss: 512.0007 - output_latency_loss: 11.5225 - output_throug 6065/85184 [=>............................] - ETA: 7:34 - loss: 511.8812 - output_latency_loss: 11.5237 - output_throug 6076/85184 [=>............................] - ETA: 7:34 - loss: 511.7263 - output_latency_loss: 11.5233 - output_throug 6087/85184 [=>............................] - ETA: 7:34 - loss: 511.6901 - output_latency_loss: 11.5212 - output_throug 6098/85184 [=>............................] - ETA: 7:34 - loss: 511.1435 - output_latency_loss: 11.5218 - output_throug 6109/85184 [=>............................] - ETA: 7:34 - loss: 510.6758 - output_latency_loss: 11.5226 - output_throug 6120/85184 [=>............................] - ETA: 7:34 - loss: 510.4207 - output_latency_loss: 11.5244 - output_throug 6130/85184 [=>............................] - ETA: 7:34 - loss: 510.5510 - output_latency_loss: 11.5248 - output_throug 6141/85184 [=>............................] - ETA: 7:34 - loss: 510.0457 - output_latency_loss: 11.5240 - output_throug 6152/85184 [=>............................] - ETA: 7:34 - loss: 509.7396 - output_latency_loss: 11.5235 - output_throug 6162/85184 [=>............................] - ETA: 7:34 - loss: 509.2775 - output_latency_loss: 11.5227 - output_throug 6174/85184 [=>............................] - ETA: 7:33 - loss: 508.8394 - output_latency_loss: 11.5252 - output_throug 6185/85184 [=>............................] - ETA: 7:33 - loss: 508.3843 - output_latency_loss: 11.5245 - output_throug 6196/85184 [=>............................] - ETA: 7:33 - loss: 508.8209 - output_latency_loss: 11.5266 - output_throug 6206/85184 [=>............................] - ETA: 7:33 - loss: 509.3924 - output_latency_loss: 11.5280 - output_throug 6217/85184 [=>............................] - ETA: 7:33 - loss: 509.1375 - output_latency_loss: 11.5294 - output_throug 6228/85184 [=>............................] - ETA: 7:33 - loss: 508.8835 - output_latency_loss: 11.5275 - output_throug 6239/85184 [=>............................] - ETA: 7:33 - loss: 508.6365 - output_latency_loss: 11.5277 - output_throug 6250/85184 [=>............................] - ETA: 7:33 - loss: 511.1424 - output_latency_loss: 11.5289 - output_throug 6260/85184 [=>............................] - ETA: 7:33 - loss: 511.0701 - output_latency_loss: 11.5290 - output_throug 6270/85184 [=>............................] - ETA: 7:33 - loss: 510.8995 - output_latency_loss: 11.5276 - output_throug 6281/85184 [=>............................] - ETA: 7:33 - loss: 510.4390 - output_latency_loss: 11.5268 - output_throug 6292/85184 [=>............................] - ETA: 7:33 - loss: 510.9591 - output_latency_loss: 11.5236 - output_throug 6303/85184 [=>............................] - ETA: 7:33 - loss: 511.2169 - output_latency_loss: 11.5230 - output_throug 6314/85184 [=>............................] - ETA: 7:33 - loss: 511.0213 - output_latency_loss: 11.5231 - output_throug 6325/85184 [=>............................] - ETA: 7:33 - loss: 511.5004 - output_latency_loss: 11.5205 - output_throug 6336/85184 [=>............................] - ETA: 7:33 - loss: 511.2299 - output_latency_loss: 11.5215 - output_throug 6347/85184 [=>............................] - ETA: 7:32 - loss: 511.0191 - output_latency_loss: 11.5213 - output_throug 6358/85184 [=>............................] - ETA: 7:32 - loss: 510.9519 - output_latency_loss: 11.5225 - output_throug 6369/85184 [=>............................] - ETA: 7:32 - loss: 511.1111 - output_latency_loss: 11.5233 - output_throug 6378/85184 [=>............................] - ETA: 7:32 - loss: 511.0724 - output_latency_loss: 11.5227 - output_throug 6389/85184 [=>............................] - ETA: 7:32 - loss: 510.7508 - output_latency_loss: 11.5225 - output_throug 6399/85184 [=>............................] - ETA: 7:32 - loss: 511.5629 - output_latency_loss: 11.5210 - output_throug 6409/85184 [=>............................] - ETA: 7:32 - loss: 511.1746 - output_latency_loss: 11.5212 - output_throug 6420/85184 [=>............................] - ETA: 7:32 - loss: 510.8549 - output_latency_loss: 11.5189 - output_throug 6431/85184 [=>............................] - ETA: 7:32 - loss: 510.8779 - output_latency_loss: 11.5206 - output_throug 6442/85184 [=>............................] - ETA: 7:32 - loss: 511.1679 - output_latency_loss: 11.5209 - output_throug 6453/85184 [=>............................] - ETA: 7:32 - loss: 510.8748 - output_latency_loss: 11.5186 - output_throug 6464/85184 [=>............................] - ETA: 7:32 - loss: 510.4400 - output_latency_loss: 11.5174 - output_throug 6475/85184 [=>............................] - ETA: 7:32 - loss: 509.9716 - output_latency_loss: 11.5166 - output_throug 6486/85184 [=>............................] - ETA: 7:32 - loss: 509.7487 - output_latency_loss: 11.5140 - output_throug 6497/85184 [=>............................] - ETA: 7:32 - loss: 509.2457 - output_latency_loss: 11.5128 - output_throug 6508/85184 [=>............................] - ETA: 7:32 - loss: 509.2046 - output_latency_loss: 11.5127 - output_throug 6519/85184 [=>............................] - ETA: 7:31 - loss: 509.2453 - output_latency_loss: 11.5151 - output_throug 6529/85184 [=>............................] - ETA: 7:31 - loss: 508.8308 - output_latency_loss: 11.5141 - 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ETA: 7:31 - loss: 507.6844 - output_latency_loss: 11.5160 - output_throug 6637/85184 [=>............................] - ETA: 7:31 - loss: 507.3795 - output_latency_loss: 11.5150 - output_throug 6648/85184 [=>............................] - ETA: 7:31 - loss: 507.5191 - output_latency_loss: 11.5151 - output_throug 6659/85184 [=>............................] - ETA: 7:31 - loss: 507.7623 - output_latency_loss: 11.5157 - output_throug 6670/85184 [=>............................] - ETA: 7:31 - loss: 507.7243 - output_latency_loss: 11.5186 - output_throug 6681/85184 [=>............................] - ETA: 7:31 - loss: 507.4753 - output_latency_loss: 11.5207 - output_throug 6692/85184 [=>............................] - ETA: 7:31 - loss: 507.0135 - output_latency_loss: 11.5220 - output_throug 6703/85184 [=>............................] - ETA: 7:30 - loss: 506.6532 - output_latency_loss: 11.5250 - output_throug 6714/85184 [=>............................] - ETA: 7:30 - loss: 506.4501 - output_latency_loss: 11.5245 - 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ETA: 7:30 - loss: 505.8695 - output_latency_loss: 11.5281 - output_throug 6821/85184 [=>............................] - ETA: 7:30 - loss: 506.6384 - output_latency_loss: 11.5293 - output_throug 6832/85184 [=>............................] - ETA: 7:30 - loss: 506.4360 - output_latency_loss: 11.5300 - output_throug 6843/85184 [=>............................] - ETA: 7:30 - loss: 506.3157 - output_latency_loss: 11.5334 - output_throug 6854/85184 [=>............................] - ETA: 7:30 - loss: 506.9623 - output_latency_loss: 11.5334 - output_throug 6865/85184 [=>............................] - ETA: 7:30 - loss: 506.7297 - output_latency_loss: 11.5331 - output_throug 6876/85184 [=>............................] - ETA: 7:30 - loss: 506.2459 - output_latency_loss: 11.5323 - output_throug 6885/85184 [=>............................] - ETA: 7:29 - loss: 505.9750 - output_latency_loss: 11.5318 - output_throug 6896/85184 [=>............................] - ETA: 7:29 - loss: 506.0199 - output_latency_loss: 11.5304 - 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ETA: 7:29 - loss: 506.4944 - output_latency_loss: 11.5330 - output_throug 7001/85184 [=>............................] - ETA: 7:29 - loss: 506.8520 - output_latency_loss: 11.5326 - output_throug 7012/85184 [=>............................] - ETA: 7:29 - loss: 506.5799 - output_latency_loss: 11.5343 - output_throug 7023/85184 [=>............................] - ETA: 7:29 - loss: 506.5277 - output_latency_loss: 11.5356 - output_throug 7034/85184 [=>............................] - ETA: 7:29 - loss: 506.1958 - output_latency_loss: 11.5332 - output_throug 7045/85184 [=>............................] - ETA: 7:29 - loss: 505.8929 - output_latency_loss: 11.5343 - output_throug 7056/85184 [=>............................] - ETA: 7:28 - loss: 505.8275 - output_latency_loss: 11.5339 - output_throug 7066/85184 [=>............................] - ETA: 7:28 - loss: 505.4001 - output_latency_loss: 11.5336 - output_throug 7077/85184 [=>............................] - ETA: 7:28 - loss: 504.9889 - output_latency_loss: 11.5314 - 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ETA: 7:26 - loss: 501.9194 - output_latency_loss: 11.5151 - output_throug 7553/85184 [=>............................] - ETA: 7:26 - loss: 501.7707 - output_latency_loss: 11.5157 - output_throug 7564/85184 [=>............................] - ETA: 7:26 - loss: 501.4987 - output_latency_loss: 11.5150 - output_throug 7574/85184 [=>............................] - ETA: 7:26 - loss: 501.6585 - output_latency_loss: 11.5144 - output_throug 7585/85184 [=>............................] - ETA: 7:26 - loss: 501.7447 - output_latency_loss: 11.5151 - output_throug 7596/85184 [=>............................] - ETA: 7:26 - loss: 501.9651 - output_latency_loss: 11.5148 - output_throug 7607/85184 [=>............................] - ETA: 7:25 - loss: 503.8338 - output_latency_loss: 11.5138 - output_throug 7618/85184 [=>............................] - ETA: 7:25 - loss: 503.4829 - output_latency_loss: 11.5133 - output_throug 7629/85184 [=>............................] - ETA: 7:25 - loss: 503.2296 - output_latency_loss: 11.5130 - 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ETA: 6:51 - loss: 500.6177 - output_latency_loss: 11.5211 - output_throug13621/85184 [===>..........................] - ETA: 6:51 - loss: 500.4506 - output_latency_loss: 11.5208 - output_throug13632/85184 [===>..........................] - ETA: 6:51 - loss: 500.2904 - output_latency_loss: 11.5222 - output_throug13643/85184 [===>..........................] - ETA: 6:51 - loss: 500.1453 - output_latency_loss: 11.5228 - output_throug13653/85184 [===>..........................] - ETA: 6:51 - loss: 500.2773 - output_latency_loss: 11.5223 - output_throug13664/85184 [===>..........................] - ETA: 6:51 - loss: 500.1252 - output_latency_loss: 11.5222 - output_throug13675/85184 [===>..........................] - ETA: 6:51 - loss: 499.9548 - output_latency_loss: 11.5227 - output_throug13686/85184 [===>..........................] - ETA: 6:51 - loss: 500.0499 - output_latency_loss: 11.5231 - output_throug13697/85184 [===>..........................] - ETA: 6:51 - loss: 500.1593 - output_latency_loss: 11.5237 - 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ETA: 6:48 - loss: 498.2966 - output_latency_loss: 11.5223 - output_throug14168/85184 [===>..........................] - ETA: 6:48 - loss: 498.1720 - output_latency_loss: 11.5222 - output_throug14179/85184 [===>..........................] - ETA: 6:48 - loss: 498.0530 - output_latency_loss: 11.5224 - output_throug14190/85184 [===>..........................] - ETA: 6:48 - loss: 498.2093 - output_latency_loss: 11.5217 - output_throug14199/85184 [====>.........................] - ETA: 6:48 - loss: 498.0625 - output_latency_loss: 11.5215 - output_throug14210/85184 [====>.........................] - ETA: 6:48 - loss: 497.8555 - output_latency_loss: 11.5210 - output_throug14221/85184 [====>.........................] - ETA: 6:48 - loss: 497.6417 - output_latency_loss: 11.5211 - output_throug14232/85184 [====>.........................] - ETA: 6:48 - loss: 497.7902 - output_latency_loss: 11.5211 - output_throug14243/85184 [====>.........................] - ETA: 6:48 - loss: 497.6876 - output_latency_loss: 11.5220 - 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ETA: 6:47 - loss: 497.3972 - output_latency_loss: 11.5253 - output_throug14351/85184 [====>.........................] - ETA: 6:47 - loss: 497.5674 - output_latency_loss: 11.5245 - output_throug14362/85184 [====>.........................] - ETA: 6:47 - loss: 497.4399 - output_latency_loss: 11.5244 - output_throug14373/85184 [====>.........................] - ETA: 6:47 - loss: 497.5994 - output_latency_loss: 11.5247 - output_throug14384/85184 [====>.........................] - ETA: 6:47 - loss: 497.5181 - output_latency_loss: 11.5242 - output_throug14395/85184 [====>.........................] - ETA: 6:47 - loss: 497.4165 - output_latency_loss: 11.5242 - output_throug14405/85184 [====>.........................] - ETA: 6:47 - loss: 498.9788 - output_latency_loss: 11.5238 - output_throug14416/85184 [====>.........................] - ETA: 6:47 - loss: 498.9699 - output_latency_loss: 11.5239 - output_throug14427/85184 [====>.........................] - ETA: 6:47 - loss: 500.7793 - output_latency_loss: 11.5239 - 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ETA: 6:46 - loss: 501.0997 - output_latency_loss: 11.5236 - output_throug14534/85184 [====>.........................] - ETA: 6:46 - loss: 500.9315 - output_latency_loss: 11.5227 - output_throug14545/85184 [====>.........................] - ETA: 6:46 - loss: 500.8097 - output_latency_loss: 11.5226 - output_throug14555/85184 [====>.........................] - ETA: 6:46 - loss: 500.6451 - output_latency_loss: 11.5219 - output_throug14566/85184 [====>.........................] - ETA: 6:46 - loss: 500.5278 - output_latency_loss: 11.5216 - output_throug14577/85184 [====>.........................] - ETA: 6:46 - loss: 501.0848 - output_latency_loss: 11.5224 - output_throug14588/85184 [====>.........................] - ETA: 6:46 - loss: 501.1166 - output_latency_loss: 11.5231 - output_throug14599/85184 [====>.........................] - ETA: 6:46 - loss: 500.9412 - output_latency_loss: 11.5239 - output_throug14610/85184 [====>.........................] - ETA: 6:46 - loss: 500.8163 - output_latency_loss: 11.5242 - output_throug14620/85184 [====>.........................] - ETA: 6:46 - loss: 500.9793 - output_latency_loss: 11.5239 - output_throug14631/85184 [====>.........................] - ETA: 6:46 - loss: 500.9917 - output_latency_loss: 11.5238 - output_throug14642/85184 [====>.........................] - ETA: 6:46 - loss: 500.8134 - output_latency_loss: 11.5235 - output_throug14653/85184 [====>.........................] - ETA: 6:46 - loss: 500.6320 - output_latency_loss: 11.5232 - output_throug14664/85184 [====>.........................] - ETA: 6:45 - loss: 501.1622 - output_latency_loss: 11.5232 - output_throug14673/85184 [====>.........................] - ETA: 6:45 - loss: 501.0897 - output_latency_loss: 11.5236 - output_throug14684/85184 [====>.........................] - ETA: 6:45 - loss: 501.1077 - output_latency_loss: 11.5227 - output_throug14695/85184 [====>.........................] - ETA: 6:45 - loss: 501.1150 - output_latency_loss: 11.5230 - output_throug14705/85184 [====>.........................] - ETA: 6:45 - loss: 501.0099 - output_latency_loss: 11.5225 - output_throug14716/85184 [====>.........................] - ETA: 6:45 - loss: 501.0659 - output_latency_loss: 11.5217 - output_throug14727/85184 [====>.........................] - ETA: 6:45 - loss: 501.8136 - output_latency_loss: 11.5218 - output_throug14737/85184 [====>.........................] - ETA: 6:45 - loss: 501.8382 - output_latency_loss: 11.5218 - output_throug14748/85184 [====>.........................] - ETA: 6:45 - loss: 502.0023 - output_latency_loss: 11.5226 - output_throug14758/85184 [====>.........................] - ETA: 6:45 - loss: 501.9407 - output_latency_loss: 11.5235 - output_throug14770/85184 [====>.........................] - ETA: 6:45 - loss: 502.1651 - output_latency_loss: 11.5238 - output_throug14781/85184 [====>.........................] - ETA: 6:45 - loss: 502.0496 - output_latency_loss: 11.5237 - output_throug14791/85184 [====>.........................] - ETA: 6:45 - loss: 501.8939 - output_latency_loss: 11.5242 - 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ETA: 6:44 - loss: 501.9672 - output_latency_loss: 11.5219 - output_throug14896/85184 [====>.........................] - ETA: 6:44 - loss: 501.9473 - output_latency_loss: 11.5218 - output_throug14907/85184 [====>.........................] - ETA: 6:44 - loss: 502.2758 - output_latency_loss: 11.5217 - output_throug14918/85184 [====>.........................] - ETA: 6:44 - loss: 502.1690 - output_latency_loss: 11.5216 - output_throug14928/85184 [====>.........................] - ETA: 6:44 - loss: 502.0018 - output_latency_loss: 11.5217 - output_throug14937/85184 [====>.........................] - ETA: 6:44 - loss: 501.8836 - output_latency_loss: 11.5221 - output_throug14948/85184 [====>.........................] - ETA: 6:44 - loss: 501.7471 - output_latency_loss: 11.5219 - output_throug14959/85184 [====>.........................] - ETA: 6:44 - loss: 501.5330 - output_latency_loss: 11.5213 - output_throug14970/85184 [====>.........................] - ETA: 6:44 - loss: 501.2910 - output_latency_loss: 11.5211 - 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output_throug15161/85184 [====>.........................] - ETA: 6:43 - loss: 500.0636 - output_latency_loss: 11.5254 - output_throug15172/85184 [====>.........................] - ETA: 6:43 - loss: 500.1303 - output_latency_loss: 11.5262 - output_throug15183/85184 [====>.........................] - ETA: 6:43 - loss: 500.0136 - output_latency_loss: 11.5253 - output_throug15194/85184 [====>.........................] - ETA: 6:43 - loss: 499.9455 - output_latency_loss: 11.5259 - output_throug15205/85184 [====>.........................] - ETA: 6:43 - loss: 499.8569 - output_latency_loss: 11.5265 - output_throug15216/85184 [====>.........................] - ETA: 6:42 - loss: 499.7937 - output_latency_loss: 11.5273 - output_throug15226/85184 [====>.........................] - ETA: 6:42 - loss: 499.8323 - output_latency_loss: 11.5261 - output_throug15237/85184 [====>.........................] - ETA: 6:42 - loss: 500.1229 - output_latency_loss: 11.5266 - output_throug15248/85184 [====>.........................] - ETA: 6:42 - loss: 500.0311 - output_latency_loss: 11.5257 - output_throug15259/85184 [====>.........................] - ETA: 6:42 - loss: 500.2332 - output_latency_loss: 11.5255 - output_throug15270/85184 [====>.........................] - ETA: 6:42 - loss: 501.2949 - output_latency_loss: 11.5257 - output_throug15281/85184 [====>.........................] - ETA: 6:42 - loss: 501.4808 - output_latency_loss: 11.5272 - output_throug15291/85184 [====>.........................] - ETA: 6:42 - loss: 501.6071 - output_latency_loss: 11.5275 - output_throug15302/85184 [====>.........................] - ETA: 6:42 - loss: 501.6527 - output_latency_loss: 11.5286 - output_throug15313/85184 [====>.........................] - ETA: 6:42 - loss: 502.1862 - output_latency_loss: 11.5288 - output_throug15324/85184 [====>.........................] - ETA: 6:42 - loss: 501.9995 - output_latency_loss: 11.5284 - output_throug15334/85184 [====>.........................] - ETA: 6:42 - loss: 501.8323 - output_latency_loss: 11.5295 - 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ETA: 6:41 - loss: 502.3075 - output_latency_loss: 11.5275 - output_throug15441/85184 [====>.........................] - ETA: 6:41 - loss: 502.2846 - output_latency_loss: 11.5274 - output_throug15452/85184 [====>.........................] - ETA: 6:41 - loss: 502.2088 - output_latency_loss: 11.5281 - output_throug15463/85184 [====>.........................] - ETA: 6:41 - loss: 502.1717 - output_latency_loss: 11.5278 - output_throug15474/85184 [====>.........................] - ETA: 6:41 - loss: 502.1652 - output_latency_loss: 11.5270 - output_throug15483/85184 [====>.........................] - ETA: 6:41 - loss: 502.3343 - output_latency_loss: 11.5263 - output_throug15494/85184 [====>.........................] - ETA: 6:41 - loss: 502.2300 - output_latency_loss: 11.5265 - output_throug15505/85184 [====>.........................] - ETA: 6:41 - loss: 502.1145 - output_latency_loss: 11.5263 - output_throug15516/85184 [====>.........................] - ETA: 6:41 - loss: 502.2012 - output_latency_loss: 11.5266 - output_throug15527/85184 [====>.........................] - ETA: 6:41 - loss: 502.7999 - output_latency_loss: 11.5269 - output_throug15538/85184 [====>.........................] - ETA: 6:41 - loss: 502.6868 - output_latency_loss: 11.5269 - output_throug15549/85184 [====>.........................] - ETA: 6:41 - loss: 502.7950 - output_latency_loss: 11.5272 - output_throug15560/85184 [====>.........................] - ETA: 6:40 - loss: 503.3893 - output_latency_loss: 11.5272 - output_throug15571/85184 [====>.........................] - ETA: 6:40 - loss: 503.3440 - output_latency_loss: 11.5279 - output_throug15582/85184 [====>.........................] - ETA: 6:40 - loss: 503.2404 - output_latency_loss: 11.5279 - output_throug15593/85184 [====>.........................] - ETA: 6:40 - loss: 503.3646 - output_latency_loss: 11.5274 - output_throug15604/85184 [====>.........................] - ETA: 6:40 - loss: 503.3364 - output_latency_loss: 11.5274 - output_throug15615/85184 [====>.........................] - ETA: 6:40 - loss: 503.5527 - output_latency_loss: 11.5266 - output_throug15626/85184 [====>.........................] - ETA: 6:40 - loss: 503.3789 - output_latency_loss: 11.5272 - output_throug15637/85184 [====>.........................] - ETA: 6:40 - loss: 503.3595 - output_latency_loss: 11.5254 - output_throug15648/85184 [====>.........................] - ETA: 6:40 - loss: 503.2867 - output_latency_loss: 11.5261 - output_throug15659/85184 [====>.........................] - ETA: 6:40 - loss: 503.1386 - output_latency_loss: 11.5259 - output_throug15669/85184 [====>.........................] - ETA: 6:40 - loss: 503.0245 - output_latency_loss: 11.5261 - output_throug15680/85184 [====>.........................] - ETA: 6:40 - loss: 502.9555 - output_latency_loss: 11.5261 - output_throug15691/85184 [====>.........................] - ETA: 6:40 - loss: 502.7905 - output_latency_loss: 11.5260 - output_throug15702/85184 [====>.........................] - ETA: 6:40 - loss: 502.8203 - output_latency_loss: 11.5262 - 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output_throug15896/85184 [====>.........................] - ETA: 6:39 - loss: 505.5305 - output_latency_loss: 11.5274 - output_throug15907/85184 [====>.........................] - ETA: 6:38 - loss: 505.5031 - output_latency_loss: 11.5268 - output_throug15917/85184 [====>.........................] - ETA: 6:38 - loss: 505.6005 - output_latency_loss: 11.5270 - output_throug15928/85184 [====>.........................] - ETA: 6:38 - loss: 505.6618 - output_latency_loss: 11.5268 - output_throug15939/85184 [====>.........................] - ETA: 6:38 - loss: 505.6216 - output_latency_loss: 11.5276 - output_throug15950/85184 [====>.........................] - ETA: 6:38 - loss: 505.4369 - output_latency_loss: 11.5282 - output_throug15961/85184 [====>.........................] - ETA: 6:38 - loss: 505.4272 - output_latency_loss: 11.5280 - output_throug15972/85184 [====>.........................] - ETA: 6:38 - loss: 505.3624 - output_latency_loss: 11.5276 - output_throug15983/85184 [====>.........................] - 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output_throughp84742/85184 [============================>.] - ETA: 2s - loss: 506.5765 - output_latency_loss: 11.5401 - output_throughp84753/85184 [============================>.] - ETA: 2s - loss: 506.5820 - output_latency_loss: 11.5401 - output_throughp84764/85184 [============================>.] - ETA: 2s - loss: 506.6152 - output_latency_loss: 11.5402 - output_throughp84773/85184 [============================>.] - ETA: 2s - loss: 506.5877 - output_latency_loss: 11.5402 - output_throughp84784/85184 [============================>.] - ETA: 2s - loss: 506.5772 - output_latency_loss: 11.5402 - output_throughp84795/85184 [============================>.] - ETA: 2s - loss: 506.5903 - output_latency_loss: 11.5402 - output_throughp84806/85184 [============================>.] - ETA: 2s - loss: 506.5566 - output_latency_loss: 11.5403 - output_throughp84817/85184 [============================>.] - ETA: 2s - loss: 506.5365 - output_latency_loss: 11.5405 - output_throughp84827/85184 [============================>.] - ETA: 2s - loss: 506.5476 - output_latency_loss: 11.5405 - output_throughp84838/85184 [============================>.] - ETA: 1s - loss: 506.5289 - output_latency_loss: 11.5405 - output_throughp84849/85184 [============================>.] - ETA: 1s - loss: 506.5044 - output_latency_loss: 11.5406 - output_throughp84860/85184 [============================>.] - ETA: 1s - loss: 506.4774 - output_latency_loss: 11.5408 - output_throughp84871/85184 [============================>.] - ETA: 1s - loss: 506.4546 - output_latency_loss: 11.5407 - output_throughp84882/85184 [============================>.] - ETA: 1s - loss: 506.4483 - output_latency_loss: 11.5406 - output_throughp84893/85184 [============================>.] - ETA: 1s - loss: 506.4143 - output_latency_loss: 11.5405 - output_throughp84903/85184 [============================>.] - ETA: 1s - loss: 506.3860 - output_latency_loss: 11.5406 - output_throughp84914/85184 [============================>.] - ETA: 1s - loss: 506.3508 - output_latency_loss: 11.5404 - output_throughp84925/85184 [============================>.] - ETA: 1s - loss: 506.5267 - output_latency_loss: 11.5402 - output_throughp84936/85184 [============================>.] - ETA: 1s - loss: 506.4997 - output_latency_loss: 11.5403 - output_throughp84947/85184 [============================>.] - ETA: 1s - loss: 506.4754 - output_latency_loss: 11.5403 - output_throughp84958/85184 [============================>.] - ETA: 1s - loss: 506.4545 - output_latency_loss: 11.5402 - output_throughp84969/85184 [============================>.] - ETA: 1s - loss: 506.4288 - output_latency_loss: 11.5403 - output_throughp84980/85184 [============================>.] - ETA: 1s - loss: 506.4592 - output_latency_loss: 11.5402 - output_throughp84991/85184 [============================>.] - ETA: 1s - loss: 506.4871 - output_latency_loss: 11.5403 - output_throughp85002/85184 [============================>.] - ETA: 1s - loss: 506.4557 - output_latency_loss: 11.5400 - output_throughp85012/85184 [============================>.] - ETA: 0s - loss: 506.4344 - output_latency_loss: 11.5400 - output_throughp85023/85184 [============================>.] - ETA: 0s - loss: 506.4456 - output_latency_loss: 11.5398 - output_throughp85034/85184 [============================>.] - ETA: 0s - loss: 506.4246 - output_latency_loss: 11.5399 - output_throughp85045/85184 [============================>.] - ETA: 0s - loss: 506.4040 - output_latency_loss: 11.5401 - output_throughp85056/85184 [============================>.] - ETA: 0s - loss: 506.3693 - output_latency_loss: 11.5402 - output_throughp85066/85184 [============================>.] - ETA: 0s - loss: 506.3676 - output_latency_loss: 11.5402 - output_throughp85077/85184 [============================>.] - ETA: 0s - loss: 506.3552 - output_latency_loss: 11.5402 - output_throughp85088/85184 [============================>.] - ETA: 0s - loss: 506.3600 - output_latency_loss: 11.5402 - output_throughp85099/85184 [============================>.] - ETA: 0s - loss: 506.3361 - output_latency_loss: 11.5401 - output_throughp85110/85184 [============================>.] - ETA: 0s - loss: 506.3368 - output_latency_loss: 11.5402 - output_throughp85120/85184 [============================>.] - ETA: 0s - loss: 506.3213 - output_latency_loss: 11.5403 - output_throughp85131/85184 [============================>.] - ETA: 0s - loss: 506.3084 - output_latency_loss: 11.5402 - output_throughp85142/85184 [============================>.] - ETA: 0s - loss: 506.2745 - output_latency_loss: 11.5402 - output_throughp85153/85184 [============================>.] - ETA: 0s - loss: 506.2566 - output_latency_loss: 11.5403 - output_throughp85164/85184 [============================>.] - ETA: 0s - loss: 506.2500 - output_latency_loss: 11.5403 - output_throughp85174/85184 [============================>.] - ETA: 0s - loss: 506.2314 - output_latency_loss: 11.5403 - output_throughp85184/85184 [==============================] - 546s 6ms/step - loss: 506.1997 - output_latency_loss: 11.5404 - output_throughput_loss: 494.6629 - output_latency_mae: 1.6519 - output_throughput_mae: 4.9697 - val_loss: 496.6641 - val_output_latency_loss: 11.4183 - val_output_throughput_loss: 485.2458 - val_output_latency_mae: 1.6436 - val_output_throughput_mae: 4.8518
1/26620 [..............................] - ETA: 0sWARNING:tensorflow:Callbacks method `on_predict_batch_end` is slow compared to the batch time (batch time: 0.0000s vs `on_predict_batch_end` time: 0.0156s). Check your callbacks.
26620/26620 [==============================] - 41s 2ms/step
-------------------------
响应时间预测值： [0.11814195 0.12761003 0. ... 0. 0.7930077 1.0785758 ]
吞吐量预测值： [0. 0. 0. ... 0. 0. 0.]
-------------------------
2958/2958 [==============================] - 5s 2ms/step
-------------------------
响应时间预测值： [0. 1.7318885 0. ... 1.8022621 6.0007334 0. ]
吞吐量预测值： [0. 0. 0. ... 0. 0. 0.]
-------------------------
{'te_train': {'均方根误差(rmse)': 3.3785564300698536,
'均方绝对误差(mae)': 4.862517199143376},
'tr_train': {'均方根误差(rmse)': 3.3748130398607006,
'均方绝对误差(mae)': 4.835515125571104}}
作者：Jace Jin
github地址：https://github.com/buxianghua
原创文章版权归作者所有.
欢迎转载，转载时请在文章页面明显位置给出原文连接，否则保留追究法律责任的权利.
欢迎转载，转载时请在文章页面明显位置给出原文连接，否则保留追究法律责任的权利.
