In this demonstration, we will be making a machine learning model, using publicly available airline data, to predict whether or not a flight will be delayed. We decided to use the "linear learner" algorithm to train our model. The model will produce binary predictions, meaning it will only tell us whether or not there was a delay. There are approximately 5,819,079 data points in the set, which can be accessed using the following link: https://www.kaggle.com/fabiendaniel/predicting-flight-delays-tutorial/data.
#Importing all of the necessary library
import sagemaker
import numpy as np
import pandas as pd
import pickle, gzip, urllib.request, json
import zipfile
import datetime
%matplotlib inline
from sklearn.model_selection import train_test_split
import seaborn as sns
import os
import boto3
import re
import copy
import time
from time import gmtime, strftime
from sagemaker import get_execution_role
from sagemaker.amazon.amazon_estimator import RecordSet
import sagemaker.amazon.common as smac
import io
from sagemaker.amazon.amazon_estimator import get_image_uri
#Reading the csv file and turning all of the data into floats
df=pd.read_csv('trainfinal.csv',dtype='float32')
df=df.dropna()
#Boolean for if the delayed time is positive, meaning there is a delay, it will return "True"
df['DELAYED'] = (df[['ARRIVAL_DELAY']] > 0)
df=df.drop(['ARRIVAL_DELAY','DEPARTURE_DELAY'],axis=1)
#Float the "DELAYED" column to change from Boolean
df_float=df.astype({'DELAYED':'float32'})
#Checking to make sure all of our variables are floats
df_float.dtypes
YEAR float32 MONTH float32 DAY float32 Origin float32 Destiantion float32 DEPARTURE_TIME float32 SCHEDULED_TIME float32 ELAPSED_TIME float32 AIR_TIME float32 DISTANCE float32 SCHEDULED_ARRIVAL float32 Airline float32 DELAYED float32 dtype: object
#Turning the data file into a matrix
df_matrix=df_float.as_matrix()
/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/ipykernel/__main__.py:2: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead. from ipykernel import kernelapp as app
#Defining the data that we want to use for the model
data_features, data_labels = df_matrix[:, :12], df_matrix[:,12]
#Making sure the Booleans are expressed in 1s and 0s only
data_features
data_labels
array([0., 0., 1., ..., 0., 0., 1.], dtype=float32)
#Splitting the data into testing and training data based off of the data we defined before
np.random.seed(0)
train_features, test_features, train_labels, test_labels = train_test_split(
data_features, data_labels, test_size=0.2)
# further split the test set into validation and test sets
val_features, test_features, val_labels, test_labels = train_test_split(
test_features, test_labels, test_size=0.5)
#Instantiate the LinearLearner estimator object
linear_estimator = sagemaker.LinearLearner(role=sagemaker.get_execution_role(),
train_instance_count=1,
train_instance_type='ml.m5.xlarge',
predictor_type='binary_classifier')
train_records = linear_estimator.record_set(train_features, train_labels, channel='train')
val_records = linear_estimator.record_set(val_features, val_labels, channel='validation')
test_records = linear_estimator.record_set(test_features, test_labels, channel='test')
#Running the training job for the linear learner model
#This will run multiple models and automatically return the model that is most optimized
linear_estimator.fit([train_records, val_records, test_records])
print('finished training')
2019-08-08 19:10:12 Starting - Starting the training job... 2019-08-08 19:10:34 Starting - Launching requested ML instances...... 2019-08-08 19:11:35 Starting - Preparing the instances for training...... 2019-08-08 19:12:40 Downloading - Downloading input data 2019-08-08 19:12:40 Training - Downloading the training image... 2019-08-08 19:12:57 Training - Training image download completed. Training in progress. Docker entrypoint called with argument(s): train [08/08/2019 19:12:59 INFO 140485556696896] Reading default configuration from /opt/amazon/lib/python2.7/site-packages/algorithm/resources/default-input.json: {u'loss_insensitivity': u'0.01', u'epochs': u'15', u'init_bias': u'0.0', u'lr_scheduler_factor': u'auto', u'num_calibration_samples': u'10000000', u'accuracy_top_k': u'3', u'_num_kv_servers': u'auto', u'use_bias': u'true', u'num_point_for_scaler': u'10000', u'_log_level': u'info', u'quantile': u'0.5', u'bias_lr_mult': u'auto', u'lr_scheduler_step': u'auto', u'init_method': u'uniform', u'init_sigma': u'0.01', u'lr_scheduler_minimum_lr': u'auto', u'target_recall': u'0.8', u'num_models': u'auto', u'early_stopping_patience': u'3', u'momentum': u'auto', u'unbias_label': u'auto', u'wd': u'auto', u'optimizer': u'auto', u'_tuning_objective_metric': u'', u'early_stopping_tolerance': u'0.001', u'learning_rate': u'auto', u'_kvstore': u'auto', u'normalize_data': u'true', u'binary_classifier_model_selection_criteria': u'accuracy', u'use_lr_scheduler': u'true', u'target_precision': u'0.8', u'unbias_data': u'auto', u'init_scale': u'0.07', u'bias_wd_mult': u'auto', u'f_beta': u'1.0', u'mini_batch_size': u'1000', u'huber_delta': u'1.0', u'num_classes': u'1', u'beta_1': u'auto', u'loss': u'auto', u'beta_2': u'auto', u'_enable_profiler': u'false', u'normalize_label': u'auto', u'_num_gpus': u'auto', u'balance_multiclass_weights': u'false', u'positive_example_weight_mult': u'1.0', u'l1': u'auto', u'margin': u'1.0'} [08/08/2019 19:12:59 INFO 140485556696896] Reading provided configuration from /opt/ml/input/config/hyperparameters.json: {u'feature_dim': u'12', u'mini_batch_size': u'1000', u'predictor_type': u'binary_classifier'} [08/08/2019 19:12:59 INFO 140485556696896] Final configuration: {u'loss_insensitivity': u'0.01', u'epochs': u'15', u'feature_dim': u'12', u'init_bias': u'0.0', u'lr_scheduler_factor': u'auto', u'num_calibration_samples': u'10000000', u'accuracy_top_k': u'3', u'_num_kv_servers': u'auto', u'use_bias': u'true', u'num_point_for_scaler': u'10000', u'_log_level': u'info', u'quantile': u'0.5', u'bias_lr_mult': u'auto', u'lr_scheduler_step': u'auto', u'init_method': u'uniform', u'init_sigma': u'0.01', u'lr_scheduler_minimum_lr': u'auto', u'target_recall': u'0.8', u'num_models': u'auto', u'early_stopping_patience': u'3', u'momentum': u'auto', u'unbias_label': u'auto', u'wd': u'auto', u'optimizer': u'auto', u'_tuning_objective_metric': u'', u'early_stopping_tolerance': u'0.001', u'learning_rate': u'auto', u'_kvstore': u'auto', u'normalize_data': u'true', u'binary_classifier_model_selection_criteria': u'accuracy', u'use_lr_scheduler': u'true', u'target_precision': u'0.8', u'unbias_data': u'auto', u'init_scale': u'0.07', u'bias_wd_mult': u'auto', u'f_beta': u'1.0', u'mini_batch_size': u'1000', u'huber_delta': u'1.0', u'num_classes': u'1', u'predictor_type': u'binary_classifier', u'beta_1': u'auto', u'loss': u'auto', u'beta_2': u'auto', u'_enable_profiler': u'false', u'normalize_label': u'auto', u'_num_gpus': u'auto', u'balance_multiclass_weights': u'false', u'positive_example_weight_mult': u'1.0', u'l1': u'auto', u'margin': u'1.0'} [08/08/2019 19:12:59 WARNING 140485556696896] Loggers have already been setup. Process 1 is a worker. [08/08/2019 19:12:59 INFO 140485556696896] Using default worker. [2019-08-08 19:12:59.616] [tensorio] [warning] TensorIO is already initialized; ignoring the initialization routine. [2019-08-08 19:12:59.624] [tensorio] [warning] TensorIO is already initialized; ignoring the initialization routine. [2019-08-08 19:12:59.686] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 0, "duration": 76, "num_examples": 1, "num_bytes": 92000} [08/08/2019 19:12:59 INFO 140485556696896] Create Store: local [2019-08-08 19:12:59.762] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 1, "duration": 75, "num_examples": 11, "num_bytes": 1012000} [08/08/2019 19:12:59 INFO 140485556696896] Scaler algorithm parameters <algorithm.scaler.ScalerAlgorithmStable object at 0x7fc502538250> [08/08/2019 19:12:59 INFO 140485556696896] Scaling model computed with parameters: {'stdev_weight': [ 1. 3.3815372 8.73383 93.75813 93.242645 499.83615 74.65275 73.61158 71.697914 604.2094 511.6137 4.611189 ] <NDArray 12 @cpu(0)>, 'stdev_label': None, 'mean_label': None, 'mean_weight': [2015. 6.279818 15.619182 161.18127 162.24792 1332.9677 141.44545 136.68155 113.099815 820.7024 1486.7817 7.7673635] <NDArray 12 @cpu(0)>} [08/08/2019 19:12:59 INFO 140485556696896] nvidia-smi took: 0.0251369476318 secs to identify 0 gpus [08/08/2019 19:12:59 INFO 140485556696896] Number of GPUs being used: 0 #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 11, "sum": 11.0, "min": 11}, "Number of Batches Since Last Reset": {"count": 1, "max": 0, "sum": 0.0, "min": 0}, "Number of Records Since Last Reset": {"count": 1, "max": 0, "sum": 0.0, "min": 0}, "Total Batches Seen": {"count": 1, "max": 12, "sum": 12.0, "min": 12}, "Total Records Seen": {"count": 1, "max": 12000, "sum": 12000.0, "min": 12000}, "Max Records Seen Between Resets": {"count": 1, "max": 11000, "sum": 11000.0, "min": 11000}, "Reset Count": {"count": 1, "max": 2, "sum": 2.0, "min": 2}}, "EndTime": 1565291579.855509, "Dimensions": {"Host": "algo-1", "Meta": "init_train_data_iter", "Operation": "training", "Algorithm": "Linear Learner"}, "StartTime": 1565291579.855476} [2019-08-08 19:14:29.892] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 3, "duration": 90036, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.568267284026618, "sum": 0.568267284026618, "min": 0.568267284026618}}, "EndTime": 1565291669.892461, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892364} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5431520911079454, "sum": 0.5431520911079454, "min": 0.5431520911079454}}, "EndTime": 1565291669.892563, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892547} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5691117358287517, "sum": 0.5691117358287517, "min": 0.5691117358287517}}, "EndTime": 1565291669.892622, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892609} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5442998199608838, "sum": 0.5442998199608838, "min": 0.5442998199608838}}, "EndTime": 1565291669.892669, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892658} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5125742981745146, "sum": 0.5125742981745146, "min": 0.5125742981745146}}, "EndTime": 1565291669.892712, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892701} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5145868408334477, "sum": 0.5145868408334477, "min": 0.5145868408334477}}, "EndTime": 1565291669.892761, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892749} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5123130757985418, "sum": 0.5123130757985418, "min": 0.5123130757985418}}, "EndTime": 1565291669.892809, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892797} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.514897645290818, "sum": 0.514897645290818, "min": 0.514897645290818}}, "EndTime": 1565291669.892852, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892841} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5973045352623829, "sum": 0.5973045352623829, "min": 0.5973045352623829}}, "EndTime": 1565291669.892884, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892877} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5960145609712897, "sum": 0.5960145609712897, "min": 0.5960145609712897}}, "EndTime": 1565291669.892908, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892902} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5977504708697384, "sum": 0.5977504708697384, "min": 0.5977504708697384}}, "EndTime": 1565291669.892945, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892935} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.59614351996664, "sum": 0.59614351996664, "min": 0.59614351996664}}, "EndTime": 1565291669.892993, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.892982} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5935032272156433, "sum": 0.5935032272156433, "min": 0.5935032272156433}}, "EndTime": 1565291669.89304, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893028} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5960786046557652, "sum": 0.5960786046557652, "min": 0.5960786046557652}}, "EndTime": 1565291669.893088, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893076} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5934659528618278, "sum": 0.5934659528618278, "min": 0.5934659528618278}}, "EndTime": 1565291669.893134, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893122} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5960936233469426, "sum": 0.5960936233469426, "min": 0.5960936233469426}}, "EndTime": 1565291669.89318, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893168} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527487380229817, "sum": 0.6527487380229817, "min": 0.6527487380229817}}, "EndTime": 1565291669.893227, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893216} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6529059570691963, "sum": 0.6529059570691963, "min": 0.6529059570691963}}, "EndTime": 1565291669.893271, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.89326} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527444150788769, "sum": 0.6527444150788769, "min": 0.6527444150788769}}, "EndTime": 1565291669.893313, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.8933} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6528801078340302, "sum": 0.6528801078340302, "min": 0.6528801078340302}}, "EndTime": 1565291669.893357, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893346} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6533482344931589, "sum": 0.6533482344931589, "min": 0.6533482344931589}}, "EndTime": 1565291669.8934, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893388} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6549749179513531, "sum": 0.6549749179513531, "min": 0.6549749179513531}}, "EndTime": 1565291669.893446, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893434} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.653348301132691, "sum": 0.653348301132691, "min": 0.653348301132691}}, "EndTime": 1565291669.893493, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893481} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6549755860688525, "sum": 0.6549755860688525, "min": 0.6549755860688525}}, "EndTime": 1565291669.893539, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893527} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600033419010229, "sum": 0.6600033419010229, "min": 0.6600033419010229}}, "EndTime": 1565291669.893586, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893573} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600984993728937, "sum": 0.6600984993728937, "min": 0.6600984993728937}}, "EndTime": 1565291669.893632, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.89362} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600019112527228, "sum": 0.6600019112527228, "min": 0.6600019112527228}}, "EndTime": 1565291669.893676, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893664} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600998393295485, "sum": 0.6600998393295485, "min": 0.6600998393295485}}, "EndTime": 1565291669.89372, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893708} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6604573512394311, "sum": 0.6604573512394311, "min": 0.6604573512394311}}, "EndTime": 1565291669.893767, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893755} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6616423431644595, "sum": 0.6616423431644595, "min": 0.6616423431644595}}, "EndTime": 1565291669.893811, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893799} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6604571458040271, "sum": 0.6604571458040271, "min": 0.6604571458040271}}, "EndTime": 1565291669.893852, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.89384} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6616444381940085, "sum": 0.6616444381940085, "min": 0.6616444381940085}}, "EndTime": 1565291669.893893, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291669.893881} [08/08/2019 19:14:29 INFO 140485556696896] #quality_metric: host=algo-1, epoch=0, train binary_classification_cross_entropy_objective <loss>=0.568267284027 [2019-08-08 19:14:29.907] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 0, "duration": 90291, "num_examples": 1, "num_bytes": 92000} [2019-08-08 19:14:38.691] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 2, "duration": 8783, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5534118000522638, "sum": 0.5534118000522638, "min": 0.5534118000522638}}, "EndTime": 1565291684.050891, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.050815} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5150392588284257, "sum": 0.5150392588284257, "min": 0.5150392588284257}}, "EndTime": 1565291684.050963, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.050952} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5540583788726877, "sum": 0.5540583788726877, "min": 0.5540583788726877}}, "EndTime": 1565291684.050996, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.050987} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5152683297671933, "sum": 0.5152683297671933, "min": 0.5152683297671933}}, "EndTime": 1565291684.051037, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051027} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076611526589587, "sum": 0.5076611526589587, "min": 0.5076611526589587}}, "EndTime": 1565291684.051074, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051065} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.512303644878045, "sum": 0.512303644878045, "min": 0.512303644878045}}, "EndTime": 1565291684.05111, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051102} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076570887574313, "sum": 0.5076570887574313, "min": 0.5076570887574313}}, "EndTime": 1565291684.051145, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051136} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5123036665898514, "sum": 0.5123036665898514, "min": 0.5123036665898514}}, "EndTime": 1565291684.051186, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051175} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5925176712532411, "sum": 0.5925176712532411, "min": 0.5925176712532411}}, "EndTime": 1565291684.051229, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051218} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916156097819381, "sum": 0.5916156097819381, "min": 0.5916156097819381}}, "EndTime": 1565291684.051268, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051258} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926091852332089, "sum": 0.5926091852332089, "min": 0.5926091852332089}}, "EndTime": 1565291684.051308, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051298} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916156044123515, "sum": 0.5916156044123515, "min": 0.5916156044123515}}, "EndTime": 1565291684.05135, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.05134} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915794237881192, "sum": 0.5915794237881192, "min": 0.5915794237881192}}, "EndTime": 1565291684.05139, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.05138} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.597983595169812, "sum": 0.597983595169812, "min": 0.597983595169812}}, "EndTime": 1565291684.051424, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051417} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915794487683697, "sum": 0.5915794487683697, "min": 0.5915794487683697}}, "EndTime": 1565291684.051459, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.05145} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5979835075054755, "sum": 0.5979835075054755, "min": 0.5979835075054755}}, "EndTime": 1565291684.051489, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051481} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522294804126971, "sum": 0.6522294804126971, "min": 0.6522294804126971}}, "EndTime": 1565291684.051524, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051515} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6519868610149072, "sum": 0.6519868610149072, "min": 0.6519868610149072}}, "EndTime": 1565291684.051564, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051554} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522161273015673, "sum": 0.6522161273015673, "min": 0.6522161273015673}}, "EndTime": 1565291684.051592, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051586} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6519874502686639, "sum": 0.6519874502686639, "min": 0.6519874502686639}}, "EndTime": 1565291684.051621, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051611} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520214410354329, "sum": 0.6520214410354329, "min": 0.6520214410354329}}, "EndTime": 1565291684.051662, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051652} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594438726747879, "sum": 0.6594438726747879, "min": 0.6594438726747879}}, "EndTime": 1565291684.051704, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051693} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520214136038496, "sum": 0.6520214136038496, "min": 0.6520214136038496}}, "EndTime": 1565291684.051745, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051734} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594439766813444, "sum": 0.6594439766813444, "min": 0.6594439766813444}}, "EndTime": 1565291684.051787, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051777} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659530767526308, "sum": 0.659530767526308, "min": 0.659530767526308}}, "EndTime": 1565291684.051823, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051817} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594935726338722, "sum": 0.6594935726338722, "min": 0.6594935726338722}}, "EndTime": 1565291684.051874, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051864} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595367295183089, "sum": 0.6595367295183089, "min": 0.6595367295183089}}, "EndTime": 1565291684.051912, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051904} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595131864494362, "sum": 0.6595131864494362, "min": 0.6595131864494362}}, "EndTime": 1565291684.051954, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051943} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595368099453767, "sum": 0.6595368099453767, "min": 0.6595368099453767}}, "EndTime": 1565291684.051998, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.051988} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6658266637636783, "sum": 0.6658266637636783, "min": 0.6658266637636783}}, "EndTime": 1565291684.052042, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.052031} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595373200560971, "sum": 0.6595373200560971, "min": 0.6595373200560971}}, "EndTime": 1565291684.052072, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.052066} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6658264003037478, "sum": 0.6658264003037478, "min": 0.6658264003037478}}, "EndTime": 1565291684.052101, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291684.052093} [08/08/2019 19:14:44 INFO 140485556696896] #quality_metric: host=algo-1, epoch=0, validation binary_classification_cross_entropy_objective <loss>=0.553411800052 [08/08/2019 19:14:44 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=0, criteria=sampled_accuracy, value=0.77091230392 [08/08/2019 19:14:44 INFO 140485556696896] Epoch 0: Loss improved. Updating best model [08/08/2019 19:14:44 INFO 140485556696896] #progress_metric: host=algo-1, completed 6 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 4195, "sum": 4195.0, "min": 4195}, "Total Records Seen": {"count": 1, "max": 4194992, "sum": 4194992.0, "min": 4194992}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 3, "sum": 3.0, "min": 3}}, "EndTime": 1565291684.053466, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 0}, "StartTime": 1565291579.85569} [08/08/2019 19:14:44 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40144.6930846 records/second [2019-08-08 19:16:14.040] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 5, "duration": 89984, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5534149723937783, "sum": 0.5534149723937783, "min": 0.5534149723937783}}, "EndTime": 1565291774.040181, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.0401} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5122966943975272, "sum": 0.5122966943975272, "min": 0.5122966943975272}}, "EndTime": 1565291774.040264, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040248} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5526665426552553, "sum": 0.5526665426552553, "min": 0.5526665426552553}}, "EndTime": 1565291774.040313, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040301} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5124055238392637, "sum": 0.5124055238392637, "min": 0.5124055238392637}}, "EndTime": 1565291774.040363, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040351} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084665356220553, "sum": 0.5084665356220553, "min": 0.5084665356220553}}, "EndTime": 1565291774.040411, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040396} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.510861009638826, "sum": 0.510861009638826, "min": 0.510861009638826}}, "EndTime": 1565291774.040459, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040446} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084636473179092, "sum": 0.5084636473179092, "min": 0.5084636473179092}}, "EndTime": 1565291774.040504, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040491} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5108610078728638, "sum": 0.5108610078728638, "min": 0.5108610078728638}}, "EndTime": 1565291774.040553, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.04054} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5929475022201501, "sum": 0.5929475022201501, "min": 0.5929475022201501}}, "EndTime": 1565291774.040596, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040585} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922493982009487, "sum": 0.5922493982009487, "min": 0.5922493982009487}}, "EndTime": 1565291774.040635, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040624} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5929171989510242, "sum": 0.5929171989510242, "min": 0.5929171989510242}}, "EndTime": 1565291774.040681, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040668} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922493910349368, "sum": 0.5922493910349368, "min": 0.5922493910349368}}, "EndTime": 1565291774.040722, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040711} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920802230214685, "sum": 0.5920802230214685, "min": 0.5920802230214685}}, "EndTime": 1565291774.040764, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040753} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5946820521817602, "sum": 0.5946820521817602, "min": 0.5946820521817602}}, "EndTime": 1565291774.040805, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040794} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920810874818558, "sum": 0.5920810874818558, "min": 0.5920810874818558}}, "EndTime": 1565291774.04085, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040838} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5946820590558775, "sum": 0.5946820590558775, "min": 0.5946820590558775}}, "EndTime": 1565291774.040897, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040885} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526573645994459, "sum": 0.6526573645994459, "min": 0.6526573645994459}}, "EndTime": 1565291774.040945, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040933} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652770414085151, "sum": 0.652770414085151, "min": 0.652770414085151}}, "EndTime": 1565291774.040992, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.040979} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502213261448, "sum": 0.6526502213261448, "min": 0.6526502213261448}}, "EndTime": 1565291774.041039, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041027} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527704204192634, "sum": 0.6527704204192634, "min": 0.6527704204192634}}, "EndTime": 1565291774.041086, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041074} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526592484432678, "sum": 0.6526592484432678, "min": 0.6526592484432678}}, "EndTime": 1565291774.041133, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041121} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6542567286662426, "sum": 0.6542567286662426, "min": 0.6542567286662426}}, "EndTime": 1565291774.041181, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041168} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526623244867092, "sum": 0.6526623244867092, "min": 0.6526623244867092}}, "EndTime": 1565291774.041229, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041217} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6542567285640795, "sum": 0.6542567285640795, "min": 0.6542567285640795}}, "EndTime": 1565291774.041268, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.04126} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599227143866431, "sum": 0.6599227143866431, "min": 0.6599227143866431}}, "EndTime": 1565291774.041293, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041287} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.660017483536562, "sum": 0.660017483536562, "min": 0.660017483536562}}, "EndTime": 1565291774.041334, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041323} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257199959229, "sum": 0.6599257199959229, "min": 0.6599257199959229}}, "EndTime": 1565291774.041379, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041368} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600174151164729, "sum": 0.6600174151164729, "min": 0.6600174151164729}}, "EndTime": 1565291774.041422, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041412} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659934244558151, "sum": 0.659934244558151, "min": 0.659934244558151}}, "EndTime": 1565291774.041461, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041454} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6610899896826943, "sum": 0.6610899896826943, "min": 0.6610899896826943}}, "EndTime": 1565291774.041487, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.04148} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599348145990723, "sum": 0.6599348145990723, "min": 0.6599348145990723}}, "EndTime": 1565291774.04152, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.04151} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6610899864718539, "sum": 0.6610899864718539, "min": 0.6610899864718539}}, "EndTime": 1565291774.041563, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291774.041552} [08/08/2019 19:16:14 INFO 140485556696896] #quality_metric: host=algo-1, epoch=1, train binary_classification_cross_entropy_objective <loss>=0.553414972394 [2019-08-08 19:16:22.599] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 5, "duration": 8545, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5525794187715246, "sum": 0.5525794187715246, "min": 0.5525794187715246}}, "EndTime": 1565291787.614297, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614221} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5095637182158391, "sum": 0.5095637182158391, "min": 0.5095637182158391}}, "EndTime": 1565291787.614367, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614357} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5501638070813756, "sum": 0.5501638070813756, "min": 0.5501638070813756}}, "EndTime": 1565291787.614404, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614397} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.50961417178472, "sum": 0.50961417178472, "min": 0.50961417178472}}, "EndTime": 1565291787.61444, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614431} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075890301236344, "sum": 0.5075890301236344, "min": 0.5075890301236344}}, "EndTime": 1565291787.614486, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614475} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.51351251594403, "sum": 0.51351251594403, "min": 0.51351251594403}}, "EndTime": 1565291787.614528, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614518} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075900397226323, "sum": 0.5075900397226323, "min": 0.5075900397226323}}, "EndTime": 1565291787.614568, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614556} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5135125092320468, "sum": 0.5135125092320468, "min": 0.5135125092320468}}, "EndTime": 1565291787.614607, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614596} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592443921616468, "sum": 0.592443921616468, "min": 0.592443921616468}}, "EndTime": 1565291787.61464, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614631} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915966037802233, "sum": 0.5915966037802233, "min": 0.5915966037802233}}, "EndTime": 1565291787.614679, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614668} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922800751036504, "sum": 0.5922800751036504, "min": 0.5922800751036504}}, "EndTime": 1565291787.614713, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614706} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915965989942875, "sum": 0.5915965989942875, "min": 0.5915965989942875}}, "EndTime": 1565291787.614747, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614738} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915777327185526, "sum": 0.5915777327185526, "min": 0.5915777327185526}}, "EndTime": 1565291787.614779, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.61477} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5953228700256599, "sum": 0.5953228700256599, "min": 0.5953228700256599}}, "EndTime": 1565291787.614821, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614812} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.59158631483532, "sum": 0.59158631483532, "min": 0.59158631483532}}, "EndTime": 1565291787.614859, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614849} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5953228620880102, "sum": 0.5953228620880102, "min": 0.5953228620880102}}, "EndTime": 1565291787.614897, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614886} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522065521614822, "sum": 0.6522065521614822, "min": 0.6522065521614822}}, "EndTime": 1565291787.614937, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614928} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6519440320254393, "sum": 0.6519440320254393, "min": 0.6519440320254393}}, "EndTime": 1565291787.614975, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.614965} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158533359241, "sum": 0.6522158533359241, "min": 0.6522158533359241}}, "EndTime": 1565291787.615018, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615008} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6519440168505208, "sum": 0.6519440168505208, "min": 0.6519440168505208}}, "EndTime": 1565291787.615063, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615052} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522159545409572, "sum": 0.6522159545409572, "min": 0.6522159545409572}}, "EndTime": 1565291787.615104, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615094} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6549731375367799, "sum": 0.6549731375367799, "min": 0.6549731375367799}}, "EndTime": 1565291787.615149, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615137} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522159456694664, "sum": 0.6522159456694664, "min": 0.6522159456694664}}, "EndTime": 1565291787.615187, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615176} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6549731322839235, "sum": 0.6549731322839235, "min": 0.6549731322839235}}, "EndTime": 1565291787.615228, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615218} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309665512, "sum": 0.6595309665512, "min": 0.6595309665512}}, "EndTime": 1565291787.615263, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615252} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595598098688988, "sum": 0.6595598098688988, "min": 0.6595598098688988}}, "EndTime": 1565291787.615302, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615292} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595442015314262, "sum": 0.6595442015314262, "min": 0.6595442015314262}}, "EndTime": 1565291787.615332, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615326} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595598427867989, "sum": 0.6595598427867989, "min": 0.6595598427867989}}, "EndTime": 1565291787.61536, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615352} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595311805175503, "sum": 0.6595311805175503, "min": 0.6595311805175503}}, "EndTime": 1565291787.615386, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.61538} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6624294915390407, "sum": 0.6624294915390407, "min": 0.6624294915390407}}, "EndTime": 1565291787.615426, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615415} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659541963114224, "sum": 0.659541963114224, "min": 0.659541963114224}}, "EndTime": 1565291787.615465, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615455} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6624294887375173, "sum": 0.6624294887375173, "min": 0.6624294887375173}}, "EndTime": 1565291787.615502, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291787.615492} [08/08/2019 19:16:27 INFO 140485556696896] #quality_metric: host=algo-1, epoch=1, validation binary_classification_cross_entropy_objective <loss>=0.552579418772 [08/08/2019 19:16:27 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=1, criteria=sampled_accuracy, value=0.770254401634 [08/08/2019 19:16:27 INFO 140485556696896] Epoch 1: Loss improved. Updating best model [08/08/2019 19:16:27 INFO 140485556696896] #progress_metric: host=algo-1, completed 13 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 8378, "sum": 8378.0, "min": 8378}, "Total Records Seen": {"count": 1, "max": 8377984, "sum": 8377984.0, "min": 8377984}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 4, "sum": 4.0, "min": 4}}, "EndTime": 1565291787.616837, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 1}, "StartTime": 1565291684.055799} [08/08/2019 19:16:27 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40391.5179115 records/second [2019-08-08 19:17:57.358] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 7, "duration": 89740, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5529595695798446, "sum": 0.5529595695798446, "min": 0.5529595695798446}}, "EndTime": 1565291877.358555, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358477} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5098059569495195, "sum": 0.5098059569495195, "min": 0.5098059569495195}}, "EndTime": 1565291877.358632, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358617} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5489769111753707, "sum": 0.5489769111753707, "min": 0.5489769111753707}}, "EndTime": 1565291877.35868, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358668} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5098384574477836, "sum": 0.5098384574477836, "min": 0.5098384574477836}}, "EndTime": 1565291877.358728, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358715} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084415796134872, "sum": 0.5084415796134872, "min": 0.5084415796134872}}, "EndTime": 1565291877.358769, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358758} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5101033088687731, "sum": 0.5101033088687731, "min": 0.5101033088687731}}, "EndTime": 1565291877.358814, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358801} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508443683107979, "sum": 0.508443683107979, "min": 0.508443683107979}}, "EndTime": 1565291877.358858, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358847} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.51010331051068, "sum": 0.51010331051068, "min": 0.51010331051068}}, "EndTime": 1565291877.358901, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.35889} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5929065623709826, "sum": 0.5929065623709826, "min": 0.5929065623709826}}, "EndTime": 1565291877.358947, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358936} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921889270288074, "sum": 0.5921889270288074, "min": 0.5921889270288074}}, "EndTime": 1565291877.358998, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.358986} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592645054631573, "sum": 0.592645054631573, "min": 0.592645054631573}}, "EndTime": 1565291877.359033, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359022} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921889246352718, "sum": 0.5921889246352718, "min": 0.5921889246352718}}, "EndTime": 1565291877.359075, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359063} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920602809882289, "sum": 0.5920602809882289, "min": 0.5920602809882289}}, "EndTime": 1565291877.359112, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359101} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5938604601618778, "sum": 0.5938604601618778, "min": 0.5938604601618778}}, "EndTime": 1565291877.359152, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.35914} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920703798692686, "sum": 0.5920703798692686, "min": 0.5920703798692686}}, "EndTime": 1565291877.359194, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359182} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5938604611397246, "sum": 0.5938604611397246, "min": 0.5938604611397246}}, "EndTime": 1565291877.359232, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359221} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526454636634451, "sum": 0.6526454636634451, "min": 0.6526454636634451}}, "EndTime": 1565291877.359268, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359256} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527254646261134, "sum": 0.6527254646261134, "min": 0.6527254646261134}}, "EndTime": 1565291877.359312, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.3593} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502333667962, "sum": 0.6526502333667962, "min": 0.6526502333667962}}, "EndTime": 1565291877.35935, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359339} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527254650639552, "sum": 0.6527254650639552, "min": 0.6527254650639552}}, "EndTime": 1565291877.35939, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359378} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526495017914155, "sum": 0.6526495017914155, "min": 0.6526495017914155}}, "EndTime": 1565291877.359437, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359425} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6537473484296539, "sum": 0.6537473484296539, "min": 0.6537473484296539}}, "EndTime": 1565291877.35948, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359467} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502294991929, "sum": 0.6526502294991929, "min": 0.6526502294991929}}, "EndTime": 1565291877.359526, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359513} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6537473478604594, "sum": 0.6537473478604594, "min": 0.6537473478604594}}, "EndTime": 1565291877.359572, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359561} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222885416434, "sum": 0.6599222885416434, "min": 0.6599222885416434}}, "EndTime": 1565291877.359605, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359594} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599849708589967, "sum": 0.6599849708589967, "min": 0.6599849708589967}}, "EndTime": 1565291877.359653, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359641} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257308981853, "sum": 0.6599257308981853, "min": 0.6599257308981853}}, "EndTime": 1565291877.359691, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.35968} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599849701730445, "sum": 0.6599849701730445, "min": 0.6599849701730445}}, "EndTime": 1565291877.359734, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359723} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599223614423142, "sum": 0.6599223614423142, "min": 0.6599223614423142}}, "EndTime": 1565291877.359776, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359764} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6607217503259879, "sum": 0.6607217503259879, "min": 0.6607217503259879}}, "EndTime": 1565291877.359825, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359813} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257298181753, "sum": 0.6599257298181753, "min": 0.6599257298181753}}, "EndTime": 1565291877.359891, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359877} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6607217507638298, "sum": 0.6607217507638298, "min": 0.6607217507638298}}, "EndTime": 1565291877.359941, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291877.359927} [08/08/2019 19:17:57 INFO 140485556696896] #quality_metric: host=algo-1, epoch=2, train binary_classification_cross_entropy_objective <loss>=0.55295956958 [2019-08-08 19:18:05.902] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 8, "duration": 8528, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5521808598689085, "sum": 0.5521808598689085, "min": 0.5521808598689085}}, "EndTime": 1565291890.858144, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858069} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085222744181416, "sum": 0.5085222744181416, "min": 0.5085222744181416}}, "EndTime": 1565291890.858216, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858205} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5466484384090944, "sum": 0.5466484384090944, "min": 0.5466484384090944}}, "EndTime": 1565291890.858254, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858246} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085439627617886, "sum": 0.5085439627617886, "min": 0.5085439627617886}}, "EndTime": 1565291890.858286, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858277} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075890988776881, "sum": 0.5075890988776881, "min": 0.5075890988776881}}, "EndTime": 1565291890.858327, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858316} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5105112293266623, "sum": 0.5105112293266623, "min": 0.5105112293266623}}, "EndTime": 1565291890.858366, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858357} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075891057647665, "sum": 0.5075891057647665, "min": 0.5075891057647665}}, "EndTime": 1565291890.8584, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858392} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5105112198715208, "sum": 0.5105112198715208, "min": 0.5105112198715208}}, "EndTime": 1565291890.858436, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858427} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5924098806557379, "sum": 0.5924098806557379, "min": 0.5924098806557379}}, "EndTime": 1565291890.858475, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858465} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915879818584774, "sum": 0.5915879818584774, "min": 0.5915879818584774}}, "EndTime": 1565291890.858519, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858508} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920580784200415, "sum": 0.5920580784200415, "min": 0.5920580784200415}}, "EndTime": 1565291890.858561, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858551} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915879850101913, "sum": 0.5915879850101913, "min": 0.5915879850101913}}, "EndTime": 1565291890.858602, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858592} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915807947836367, "sum": 0.5915807947836367, "min": 0.5915807947836367}}, "EndTime": 1565291890.858645, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858634} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5955600471140409, "sum": 0.5955600471140409, "min": 0.5955600471140409}}, "EndTime": 1565291890.858689, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858678} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915887688530945, "sum": 0.5915887688530945, "min": 0.5915887688530945}}, "EndTime": 1565291890.858735, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858724} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5955600443125175, "sum": 0.5955600443125175, "min": 0.5955600443125175}}, "EndTime": 1565291890.858782, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858771} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056627945305, "sum": 0.6522056627945305, "min": 0.6522056627945305}}, "EndTime": 1565291890.858817, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858808} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520220535184877, "sum": 0.6520220535184877, "min": 0.6520220535184877}}, "EndTime": 1565291890.858859, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.85885} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158455150046, "sum": 0.6522158455150046, "min": 0.6522158455150046}}, "EndTime": 1565291890.8589, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858889} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520220528181069, "sum": 0.6520220528181069, "min": 0.6520220528181069}}, "EndTime": 1565291890.858944, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858933} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522060839568827, "sum": 0.6522060839568827, "min": 0.6522060839568827}}, "EndTime": 1565291890.858981, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.858971} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6563490100394944, "sum": 0.6563490100394944, "min": 0.6563490100394944}}, "EndTime": 1565291890.859026, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859015} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158501842102, "sum": 0.6522158501842102, "min": 0.6522158501842102}}, "EndTime": 1565291890.859068, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859057} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6563490085220026, "sum": 0.6563490085220026, "min": 0.6563490085220026}}, "EndTime": 1565291890.859107, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859097} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309444892032, "sum": 0.6595309444892032, "min": 0.6595309444892032}}, "EndTime": 1565291890.859144, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859134} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595711474006674, "sum": 0.6595711474006674, "min": 0.6595711474006674}}, "EndTime": 1565291890.859177, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859167} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446131219068, "sum": 0.6595446131219068, "min": 0.6595446131219068}}, "EndTime": 1565291890.859217, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859207} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595711470504769, "sum": 0.6595711470504769, "min": 0.6595711470504769}}, "EndTime": 1565291890.859246, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859236} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309472907267, "sum": 0.6595309472907267, "min": 0.6595309472907267}}, "EndTime": 1565291890.859286, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859276} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6639244917041065, "sum": 0.6639244917041065, "min": 0.6639244917041065}}, "EndTime": 1565291890.859322, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859311} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595445907097196, "sum": 0.6595445907097196, "min": 0.6595445907097196}}, "EndTime": 1565291890.859362, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859352} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6639244912371859, "sum": 0.6639244912371859, "min": 0.6639244912371859}}, "EndTime": 1565291890.859397, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291890.859387} [08/08/2019 19:18:10 INFO 140485556696896] #quality_metric: host=algo-1, epoch=2, validation binary_classification_cross_entropy_objective <loss>=0.552180859869 [08/08/2019 19:18:10 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=2, criteria=sampled_accuracy, value=0.768848709249 [08/08/2019 19:18:10 INFO 140485556696896] Epoch 2: Loss improved. Updating best model [08/08/2019 19:18:10 INFO 140485556696896] #progress_metric: host=algo-1, completed 20 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 12561, "sum": 12561.0, "min": 12561}, "Total Records Seen": {"count": 1, "max": 12560976, "sum": 12560976.0, "min": 12560976}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 5, "sum": 5.0, "min": 5}}, "EndTime": 1565291890.860747, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 2}, "StartTime": 1565291787.618014} [08/08/2019 19:18:10 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40516.0517578 records/second [2019-08-08 19:19:40.812] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 9, "duration": 89951, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5525650501150882, "sum": 0.5525650501150882, "min": 0.5525650501150882}}, "EndTime": 1565291980.81287, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.812778} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5091884585744967, "sum": 0.5091884585744967, "min": 0.5091884585744967}}, "EndTime": 1565291980.812962, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.812946} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5456524238458722, "sum": 0.5456524238458722, "min": 0.5456524238458722}}, "EndTime": 1565291980.813012, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5092050342605423, "sum": 0.5092050342605423, "min": 0.5092050342605423}}, "EndTime": 1565291980.813061, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813048} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084410685352707, "sum": 0.5084410685352707, "min": 0.5084410685352707}}, "EndTime": 1565291980.813109, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813095} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5096185979783848, "sum": 0.5096185979783848, "min": 0.5096185979783848}}, "EndTime": 1565291980.813156, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813144} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.50844277742478, "sum": 0.50844277742478, "min": 0.50844277742478}}, "EndTime": 1565291980.813201, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813189} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5096185973216221, "sum": 0.5096185973216221, "min": 0.5096185973216221}}, "EndTime": 1565291980.813245, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813233} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5928738371357857, "sum": 0.5928738371357857, "min": 0.5928738371357857}}, "EndTime": 1565291980.813292, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.81328} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921495285289587, "sum": 0.5921495285289587, "min": 0.5921495285289587}}, "EndTime": 1565291980.813339, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813327} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5924614638588976, "sum": 0.5924614638588976, "min": 0.5924614638588976}}, "EndTime": 1565291980.813385, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813373} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921495270694859, "sum": 0.5921495270694859, "min": 0.5921495270694859}}, "EndTime": 1565291980.813431, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813419} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920613791102259, "sum": 0.5920613791102259, "min": 0.5920613791102259}}, "EndTime": 1565291980.813475, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813464} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.593337798999292, "sum": 0.593337798999292, "min": 0.593337798999292}}, "EndTime": 1565291980.813521, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813509} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592072211463961, "sum": 0.592072211463961, "min": 0.592072211463961}}, "EndTime": 1565291980.813568, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813556} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5933377974522507, "sum": 0.5933377974522507, "min": 0.5933377974522507}}, "EndTime": 1565291980.813615, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813603} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452450198115, "sum": 0.6526452450198115, "min": 0.6526452450198115}}, "EndTime": 1565291980.813662, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.81365} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526982760034868, "sum": 0.6526982760034868, "min": 0.6526982760034868}}, "EndTime": 1565291980.813703, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813692} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565291980.813747, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813735} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526982758721342, "sum": 0.6526982758721342, "min": 0.6526982758721342}}, "EndTime": 1565291980.81379, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813778} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526453583916656, "sum": 0.6526453583916656, "min": 0.6526453583916656}}, "EndTime": 1565291980.81384, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813827} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6534654263423881, "sum": 0.6534654263423881, "min": 0.6534654263423881}}, "EndTime": 1565291980.813884, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813873} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502338338275, "sum": 0.6526502338338275, "min": 0.6526502338338275}}, "EndTime": 1565291980.813928, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813917} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6534654261672513, "sum": 0.6534654261672513, "min": 0.6534654261672513}}, "EndTime": 1565291980.813973, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.813962} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222883373171, "sum": 0.6599222883373171, "min": 0.6599222883373171}}, "EndTime": 1565291980.814015, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814003} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599648291844605, "sum": 0.6599648291844605, "min": 0.6599648291844605}}, "EndTime": 1565291980.814056, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814045} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257302852067, "sum": 0.6599257302852067, "min": 0.6599257302852067}}, "EndTime": 1565291980.814101, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.81409} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599648292720289, "sum": 0.6599648292720289, "min": 0.6599648292720289}}, "EndTime": 1565291980.814144, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814133} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222878702858, "sum": 0.6599222878702858, "min": 0.6599222878702858}}, "EndTime": 1565291980.814191, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814178} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6605361857183922, "sum": 0.6605361857183922, "min": 0.6605361857183922}}, "EndTime": 1565291980.814231, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.81422} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257305187224, "sum": 0.6599257305187224, "min": 0.6599257305187224}}, "EndTime": 1565291980.814275, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814262} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6605361848281138, "sum": 0.6605361848281138, "min": 0.6605361848281138}}, "EndTime": 1565291980.814318, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291980.814307} [08/08/2019 19:19:40 INFO 140485556696896] #quality_metric: host=algo-1, epoch=3, train binary_classification_cross_entropy_objective <loss>=0.552565050115 [2019-08-08 19:19:49.517] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 11, "duration": 8690, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5517868684416524, "sum": 0.5517868684416524, "min": 0.5517868684416524}}, "EndTime": 1565291994.462261, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.46218} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5081672429014328, "sum": 0.5081672429014328, "min": 0.5081672429014328}}, "EndTime": 1565291994.462338, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462327} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5434793917258045, "sum": 0.5434793917258045, "min": 0.5434793917258045}}, "EndTime": 1565291994.462375, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462368} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5081804454306794, "sum": 0.5081804454306794, "min": 0.5081804454306794}}, "EndTime": 1565291994.462408, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462399} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075893395168757, "sum": 0.5075893395168757, "min": 0.5075893395168757}}, "EndTime": 1565291994.462447, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462438} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5079875083073574, "sum": 0.5079875083073574, "min": 0.5079875083073574}}, "EndTime": 1565291994.462482, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462473} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075882055419116, "sum": 0.5075882055419116, "min": 0.5075882055419116}}, "EndTime": 1565291994.46252, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.46251} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5079875077237066, "sum": 0.5079875077237066, "min": 0.5079875077237066}}, "EndTime": 1565291994.462557, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462548} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592377859359924, "sum": 0.592377859359924, "min": 0.592377859359924}}, "EndTime": 1565291994.462595, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462584} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915925491587422, "sum": 0.5915925491587422, "min": 0.5915925491587422}}, "EndTime": 1565291994.462638, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462628} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5919083766821766, "sum": 0.5919083766821766, "min": 0.5919083766821766}}, "EndTime": 1565291994.46267, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462661} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915925455401078, "sum": 0.5915925455401078, "min": 0.5915925455401078}}, "EndTime": 1565291994.462701, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462693} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915819504120421, "sum": 0.5915819504120421, "min": 0.5915819504120421}}, "EndTime": 1565291994.462738, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462728} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921382133123103, "sum": 0.5921382133123103, "min": 0.5921382133123103}}, "EndTime": 1565291994.462777, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462766} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915901724163216, "sum": 0.5915901724163216, "min": 0.5915901724163216}}, "EndTime": 1565291994.462816, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462805} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921382135457706, "sum": 0.5921382135457706, "min": 0.5921382135457706}}, "EndTime": 1565291994.462853, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462844} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056372306294, "sum": 0.6522056372306294, "min": 0.6522056372306294}}, "EndTime": 1565291994.462891, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462881} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520330640891286, "sum": 0.6520330640891286, "min": 0.6520330640891286}}, "EndTime": 1565291994.462928, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462918} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565291994.462964, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462954} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520330645560493, "sum": 0.6520330645560493, "min": 0.6520330645560493}}, "EndTime": 1565291994.463003, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.462993} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056454017393, "sum": 0.6522056454017393, "min": 0.6522056454017393}}, "EndTime": 1565291994.463038, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463028} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6530935627984705, "sum": 0.6530935627984705, "min": 0.6530935627984705}}, "EndTime": 1565291994.463072, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463062} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158452815443, "sum": 0.6522158452815443, "min": 0.6522158452815443}}, "EndTime": 1565291994.463107, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463097} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6530935637323118, "sum": 0.6530935637323118, "min": 0.6530935637323118}}, "EndTime": 1565291994.463145, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463135} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659530945889965, "sum": 0.659530945889965, "min": 0.659530945889965}}, "EndTime": 1565291994.463184, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463174} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595633749241646, "sum": 0.6595633749241646, "min": 0.6595633749241646}}, "EndTime": 1565291994.463227, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463216} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446169740015, "sum": 0.6595446169740015, "min": 0.6595446169740015}}, "EndTime": 1565291994.463261, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463252} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595633748074344, "sum": 0.6595633748074344, "min": 0.6595633748074344}}, "EndTime": 1565291994.463304, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463294} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659530945889965, "sum": 0.659530945889965, "min": 0.659530945889965}}, "EndTime": 1565291994.463348, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463337} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600953481495722, "sum": 0.6600953481495722, "min": 0.6600953481495722}}, "EndTime": 1565291994.463384, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463375} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446170907316, "sum": 0.6595446170907316, "min": 0.6595446170907316}}, "EndTime": 1565291994.463427, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463417} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.660095348032842, "sum": 0.660095348032842, "min": 0.660095348032842}}, "EndTime": 1565291994.463463, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291994.463456} [08/08/2019 19:19:54 INFO 140485556696896] #quality_metric: host=algo-1, epoch=3, validation binary_classification_cross_entropy_objective <loss>=0.551786868442 [08/08/2019 19:19:54 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=3, criteria=sampled_accuracy, value=0.768858271782 [08/08/2019 19:19:54 INFO 140485556696896] Epoch 3: Loss improved. Updating best model [08/08/2019 19:19:54 INFO 140485556696896] #progress_metric: host=algo-1, completed 26 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 16744, "sum": 16744.0, "min": 16744}, "Total Records Seen": {"count": 1, "max": 16743968, "sum": 16743968.0, "min": 16743968}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 6, "sum": 6.0, "min": 6}}, "EndTime": 1565291994.464826, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 3}, "StartTime": 1565291890.860972} [08/08/2019 19:19:54 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40374.8254058 records/second [2019-08-08 19:21:23.752] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 11, "duration": 89287, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5521748776027656, "sum": 0.5521748776027656, "min": 0.5521748776027656}}, "EndTime": 1565292083.752601, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.75251} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5089465007371505, "sum": 0.5089465007371505, "min": 0.5089465007371505}}, "EndTime": 1565292083.752686, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752669} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5426532949176717, "sum": 0.5426532949176717, "min": 0.5426532949176717}}, "EndTime": 1565292083.752737, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752725} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5089575874405236, "sum": 0.5089575874405236, "min": 0.5089575874405236}}, "EndTime": 1565292083.752783, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752771} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508440904293489, "sum": 0.508440904293489, "min": 0.508440904293489}}, "EndTime": 1565292083.75283, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752818} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5092826559467215, "sum": 0.5092826559467215, "min": 0.5092826559467215}}, "EndTime": 1565292083.752878, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752865} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084418959615334, "sum": 0.5084418959615334, "min": 0.5084418959615334}}, "EndTime": 1565292083.752923, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752912} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5092826553921218, "sum": 0.5092826553921218, "min": 0.5092826553921218}}, "EndTime": 1565292083.752963, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752952} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5928427074985149, "sum": 0.5928427074985149, "min": 0.5928427074985149}}, "EndTime": 1565292083.753007, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.752996} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921228450298993, "sum": 0.5921228450298993, "min": 0.5921228450298993}}, "EndTime": 1565292083.753051, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.75304} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5923374906710492, "sum": 0.5923374906710492, "min": 0.5923374906710492}}, "EndTime": 1565292083.753097, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753084} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921228456282832, "sum": 0.5921228456282832, "min": 0.5921228456282832}}, "EndTime": 1565292083.753144, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753132} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920620434914748, "sum": 0.5920620434914748, "min": 0.5920620434914748}}, "EndTime": 1565292083.753191, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753179} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5930100820825067, "sum": 0.5930100820825067, "min": 0.5930100820825067}}, "EndTime": 1565292083.753242, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753229} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920733198752419, "sum": 0.5920733198752419, "min": 0.5920733198752419}}, "EndTime": 1565292083.753293, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753281} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5930100827392695, "sum": 0.5930100827392695, "min": 0.5930100827392695}}, "EndTime": 1565292083.753344, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753332} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452381165047, "sum": 0.6526452381165047, "min": 0.6526452381165047}}, "EndTime": 1565292083.753396, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753383} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526813169431025, "sum": 0.6526813169431025, "min": 0.6526813169431025}}, "EndTime": 1565292083.753444, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753431} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336003118, "sum": 0.6526502336003118, "min": 0.6526502336003118}}, "EndTime": 1565292083.753487, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753476} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526813169431025, "sum": 0.6526813169431025, "min": 0.6526813169431025}}, "EndTime": 1565292083.753534, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753522} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452403932824, "sum": 0.6526452403932824, "min": 0.6526452403932824}}, "EndTime": 1565292083.753567, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753559} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6532596864048116, "sum": 0.6532596864048116, "min": 0.6532596864048116}}, "EndTime": 1565292083.753606, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753595} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502337462591, "sum": 0.6526502337462591, "min": 0.6526502337462591}}, "EndTime": 1565292083.753652, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.75364} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6532596868572481, "sum": 0.6532596868572481, "min": 0.6532596868572481}}, "EndTime": 1565292083.753699, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753687} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891692167, "sum": 0.6599222891692167, "min": 0.6599222891692167}}, "EndTime": 1565292083.753735, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753728} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599512228689828, "sum": 0.6599512228689828, "min": 0.6599512228689828}}, "EndTime": 1565292083.753771, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.75376} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301538541, "sum": 0.6599257301538541, "min": 0.6599257301538541}}, "EndTime": 1565292083.753818, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753806} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599512228835775, "sum": 0.6599512228835775, "min": 0.6599512228835775}}, "EndTime": 1565292083.753864, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753852} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292083.753909, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753897} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6604002205380294, "sum": 0.6604002205380294, "min": 0.6604002205380294}}, "EndTime": 1565292083.753955, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753943} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292083.754001, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.753989} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6604002203482979, "sum": 0.6604002203482979, "min": 0.6604002203482979}}, "EndTime": 1565292083.754048, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292083.754035} [08/08/2019 19:21:23 INFO 140485556696896] #quality_metric: host=algo-1, epoch=4, train binary_classification_cross_entropy_objective <loss>=0.552174877603 [2019-08-08 19:21:32.385] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 14, "duration": 8618, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5513972803671765, "sum": 0.5513972803671765, "min": 0.5513972803671765}}, "EndTime": 1565292097.391289, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391213} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5080199799480588, "sum": 0.5080199799480588, "min": 0.5080199799480588}}, "EndTime": 1565292097.391377, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391361} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5406168099914525, "sum": 0.5406168099914525, "min": 0.5406168099914525}}, "EndTime": 1565292097.391421, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.39141} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5080296405346079, "sum": 0.5080296405346079, "min": 0.5080296405346079}}, "EndTime": 1565292097.391457, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391446} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075893652558721, "sum": 0.5075893652558721, "min": 0.5075893652558721}}, "EndTime": 1565292097.391497, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391486} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5081257076904933, "sum": 0.5081257076904933, "min": 0.5081257076904933}}, "EndTime": 1565292097.391533, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391523} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075873538204307, "sum": 0.5075873538204307, "min": 0.5075873538204307}}, "EndTime": 1565292097.391572, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391562} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5081257104920167, "sum": 0.5081257104920167, "min": 0.5081257104920167}}, "EndTime": 1565292097.391608, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391599} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592347394310363, "sum": 0.592347394310363, "min": 0.592347394310363}}, "EndTime": 1565292097.391647, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391637} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591602647016403, "sum": 0.591602647016403, "min": 0.591602647016403}}, "EndTime": 1565292097.391681, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391672} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5918071635947129, "sum": 0.5918071635947129, "min": 0.5918071635947129}}, "EndTime": 1565292097.391714, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391705} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916026514521484, "sum": 0.5916026514521484, "min": 0.5916026514521484}}, "EndTime": 1565292097.391754, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391745} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915825741011906, "sum": 0.5915825741011906, "min": 0.5915825741011906}}, "EndTime": 1565292097.391788, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391779} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5919842188234746, "sum": 0.5919842188234746, "min": 0.5919842188234746}}, "EndTime": 1565292097.391828, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391819} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915910334178487, "sum": 0.5915910334178487, "min": 0.5915910334178487}}, "EndTime": 1565292097.391885, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391874} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5919842169557924, "sum": 0.5919842169557924, "min": 0.5919842169557924}}, "EndTime": 1565292097.39193, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391918} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056383979309, "sum": 0.6522056383979309, "min": 0.6522056383979309}}, "EndTime": 1565292097.391971, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391962} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520406423266752, "sum": 0.6520406423266752, "min": 0.6520406423266752}}, "EndTime": 1565292097.392009, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.391999} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292097.392045, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392036} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520406423266752, "sum": 0.6520406423266752, "min": 0.6520406423266752}}, "EndTime": 1565292097.392083, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392072} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056371138992, "sum": 0.6522056371138992, "min": 0.6522056371138992}}, "EndTime": 1565292097.392127, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392116} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6528431539983073, "sum": 0.6528431539983073, "min": 0.6528431539983073}}, "EndTime": 1565292097.392169, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.39216} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292097.392241, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392202} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6528431559827197, "sum": 0.6528431559827197, "min": 0.6528431559827197}}, "EndTime": 1565292097.392284, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392272} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292097.392321, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392311} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595390854827642, "sum": 0.6595390854827642, "min": 0.6595390854827642}}, "EndTime": 1565292097.392359, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.39235} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446180245728, "sum": 0.6595446180245728, "min": 0.6595446180245728}}, "EndTime": 1565292097.392391, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392385} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595390857162244, "sum": 0.6595390857162244, "min": 0.6595390857162244}}, "EndTime": 1565292097.392426, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392416} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309456565046, "sum": 0.6595309456565046, "min": 0.6595309456565046}}, "EndTime": 1565292097.392468, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392458} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594613567489117, "sum": 0.6594613567489117, "min": 0.6594613567489117}}, "EndTime": 1565292097.39251, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.3925} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446180245728, "sum": 0.6595446180245728, "min": 0.6595446180245728}}, "EndTime": 1565292097.392551, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392541} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594613560485308, "sum": 0.6594613560485308, "min": 0.6594613560485308}}, "EndTime": 1565292097.392586, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565292097.392579} [08/08/2019 19:21:37 INFO 140485556696896] #quality_metric: host=algo-1, epoch=4, validation binary_classification_cross_entropy_objective <loss>=0.551397280367 [08/08/2019 19:21:37 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=4, criteria=sampled_accuracy, value=0.768864009302 [08/08/2019 19:21:37 INFO 140485556696896] Epoch 4: Loss improved. Updating best model [08/08/2019 19:21:37 INFO 140485556696896] #progress_metric: host=algo-1, completed 33 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 20927, "sum": 20927.0, "min": 20927}, "Total Records Seen": {"count": 1, "max": 20926960, "sum": 20926960.0, "min": 20926960}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 7, "sum": 7.0, "min": 7}}, "EndTime": 1565292097.393914, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 4}, "StartTime": 1565291994.465051} [08/08/2019 19:21:37 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40639.5995409 records/second [2019-08-08 19:23:06.841] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 13, "duration": 89443, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5517889417724026, "sum": 0.5517889417724026, "min": 0.5517889417724026}}, "EndTime": 1565292186.841246, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841157} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5088279038606678, "sum": 0.5088279038606678, "min": 0.5088279038606678}}, "EndTime": 1565292186.841329, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841312} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5399422154109595, "sum": 0.5399422154109595, "min": 0.5399422154109595}}, "EndTime": 1565292186.841383, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.84137} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5088364925156479, "sum": 0.5088364925156479, "min": 0.5088364925156479}}, "EndTime": 1565292186.841434, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841422} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084407717295665, "sum": 0.5084407717295665, "min": 0.5084407717295665}}, "EndTime": 1565292186.841475, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841465} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5089784661780585, "sum": 0.5089784661780585, "min": 0.5089784661780585}}, "EndTime": 1565292186.841516, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841505} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084410440745051, "sum": 0.5084410440745051, "min": 0.5084410440745051}}, "EndTime": 1565292186.841564, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841553} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5089784671559053, "sum": 0.5089784671559053, "min": 0.5089784671559053}}, "EndTime": 1565292186.841615, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841603} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5928129298147661, "sum": 0.5928129298147661, "min": 0.5928129298147661}}, "EndTime": 1565292186.841664, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841652} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921046217303136, "sum": 0.5921046217303136, "min": 0.5921046217303136}}, "EndTime": 1565292186.84171, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841698} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922536229079332, "sum": 0.5922536229079332, "min": 0.5922536229079332}}, "EndTime": 1565292186.841755, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841744} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921046232627603, "sum": 0.5921046232627603, "min": 0.5921046232627603}}, "EndTime": 1565292186.841802, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841789} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920624677164597, "sum": 0.5920624677164597, "min": 0.5920624677164597}}, "EndTime": 1565292186.841849, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841837} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926922678060362, "sum": 0.5926922678060362, "min": 0.5926922678060362}}, "EndTime": 1565292186.841891, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841881} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592073994151717, "sum": 0.592073994151717, "min": 0.592073994151717}}, "EndTime": 1565292186.841932, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841922} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592692268521178, "sum": 0.592692268521178, "min": 0.592692268521178}}, "EndTime": 1565292186.841976, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.841965} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452379267732, "sum": 0.6526452379267732, "min": 0.6526452379267732}}, "EndTime": 1565292186.842019, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842007} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526697087043897, "sum": 0.6526697087043897, "min": 0.6526697087043897}}, "EndTime": 1565292186.842064, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842053} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335419329, "sum": 0.6526502335419329, "min": 0.6526502335419329}}, "EndTime": 1565292186.842111, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842099} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526697087043897, "sum": 0.6526697087043897, "min": 0.6526697087043897}}, "EndTime": 1565292186.842157, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842144} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452380289364, "sum": 0.6526452380289364, "min": 0.6526452380289364}}, "EndTime": 1565292186.8422, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842188} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6530474965165302, "sum": 0.6530474965165302, "min": 0.6530474965165302}}, "EndTime": 1565292186.842247, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842236} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336295013, "sum": 0.6526502336295013, "min": 0.6526502336295013}}, "EndTime": 1565292186.842291, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842279} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6530474962684197, "sum": 0.6530474962684197, "min": 0.6530474962684197}}, "EndTime": 1565292186.842335, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842323} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292186.842379, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842368} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599418593725481, "sum": 0.6599418593725481, "min": 0.6599418593725481}}, "EndTime": 1565292186.842423, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842412} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292186.842468, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842457} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599418594017376, "sum": 0.6599418594017376, "min": 0.6599418594017376}}, "EndTime": 1565292186.842505, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842494} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292186.84254, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842529} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6602284521671188, "sum": 0.6602284521671188, "min": 0.6602284521671188}}, "EndTime": 1565292186.842578, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842567} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659925730212233, "sum": 0.659925730212233, "min": 0.659925730212233}}, "EndTime": 1565292186.842616, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842605} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6602284519336031, "sum": 0.6602284519336031, "min": 0.6602284519336031}}, "EndTime": 1565292186.842658, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292186.842647} [08/08/2019 19:23:06 INFO 140485556696896] #quality_metric: host=algo-1, epoch=5, train binary_classification_cross_entropy_objective <loss>=0.551788941772 [2019-08-08 19:23:15.302] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 17, "duration": 8447, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5510118973793348, "sum": 0.5510118973793348, "min": 0.5510118973793348}}, "EndTime": 1565292200.298723, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298646} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5079409054907648, "sum": 0.5079409054907648, "min": 0.5079409054907648}}, "EndTime": 1565292200.298796, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298786} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.538026007428004, "sum": 0.538026007428004, "min": 0.538026007428004}}, "EndTime": 1565292200.298833, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298825} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5079487603787477, "sum": 0.5079487603787477, "min": 0.5079487603787477}}, "EndTime": 1565292200.29887, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298861} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075893099257848, "sum": 0.5075893099257848, "min": 0.5075893099257848}}, "EndTime": 1565292200.298911, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298902} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078750674728236, "sum": 0.5078750674728236, "min": 0.5078750674728236}}, "EndTime": 1565292200.298949, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298941} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075865228769152, "sum": 0.5075865228769152, "min": 0.5075865228769152}}, "EndTime": 1565292200.298987, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.298977} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078750651965858, "sum": 0.5078750651965858, "min": 0.5078750651965858}}, "EndTime": 1565292200.299021, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299015} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5923182009189684, "sum": 0.5923182009189684, "min": 0.5923182009189684}}, "EndTime": 1565292200.299053, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299046} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916033372417324, "sum": 0.5916033372417324, "min": 0.5916033372417324}}, "EndTime": 1565292200.299087, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.29908} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5917386065815748, "sum": 0.5917386065815748, "min": 0.5917386065815748}}, "EndTime": 1565292200.29912, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299112} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916033374751927, "sum": 0.5916033374751927, "min": 0.5916033374751927}}, "EndTime": 1565292200.29916, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299149} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915829873258932, "sum": 0.5915829873258932, "min": 0.5915829873258932}}, "EndTime": 1565292200.2992, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.29919} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5917962782755143, "sum": 0.5917962782755143, "min": 0.5917962782755143}}, "EndTime": 1565292200.299237, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299228} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915915591704081, "sum": 0.5915915591704081, "min": 0.5915915591704081}}, "EndTime": 1565292200.299279, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299268} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5917962785089745, "sum": 0.5917962785089745, "min": 0.5917962785089745}}, "EndTime": 1565292200.299321, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299311} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292200.29936, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.29935} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520807560563109, "sum": 0.6520807560563109, "min": 0.6520807560563109}}, "EndTime": 1565292200.299403, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299393} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292200.299437, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.29943} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520807536049779, "sum": 0.6520807536049779, "min": 0.6520807536049779}}, "EndTime": 1565292200.29946, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299454} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292200.299483, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299476} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6529002579168363, "sum": 0.6529002579168363, "min": 0.6529002579168363}}, "EndTime": 1565292200.29952, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299511} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292200.299558, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299548} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6529002562826142, "sum": 0.6529002562826142, "min": 0.6529002562826142}}, "EndTime": 1565292200.299596, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299586} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292200.299633, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299624} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.65954300411363, "sum": 0.65954300411363, "min": 0.65954300411363}}, "EndTime": 1565292200.299662, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299656} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292200.299698, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299689} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595430039968998, "sum": 0.6595430039968998, "min": 0.6595430039968998}}, "EndTime": 1565292200.299735, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299725} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292200.299775, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299764} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6596030063248537, "sum": 0.6596030063248537, "min": 0.6596030063248537}}, "EndTime": 1565292200.299814, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299804} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292200.299873, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299861} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6596030078423456, "sum": 0.6596030078423456, "min": 0.6596030078423456}}, "EndTime": 1565292200.299907, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292200.299898} [08/08/2019 19:23:20 INFO 140485556696896] #quality_metric: host=algo-1, epoch=5, validation binary_classification_cross_entropy_objective <loss>=0.551011897379 [08/08/2019 19:23:20 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=5, criteria=sampled_accuracy, value=0.768883134369 [08/08/2019 19:23:20 INFO 140485556696896] Epoch 5: Loss improved. Updating best model [08/08/2019 19:23:20 INFO 140485556696896] #progress_metric: host=algo-1, completed 40 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 25110, "sum": 25110.0, "min": 25110}, "Total Records Seen": {"count": 1, "max": 25109952, "sum": 25109952.0, "min": 25109952}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 8, "sum": 8.0, "min": 8}}, "EndTime": 1565292200.301241, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 5}, "StartTime": 1565292097.397089} [08/08/2019 19:23:20 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40649.3589 records/second [2019-08-08 19:24:50.338] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 15, "duration": 90037, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5514071313027045, "sum": 0.5514071313027045, "min": 0.5514071313027045}}, "EndTime": 1565292290.338774, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.338687} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087625492776426, "sum": 0.5087625492776426, "min": 0.5087625492776426}}, "EndTime": 1565292290.338859, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.338842} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.537486915139591, "sum": 0.537486915139591, "min": 0.537486915139591}}, "EndTime": 1565292290.33891, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.338898} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087698305003213, "sum": 0.5087698305003213, "min": 0.5087698305003213}}, "EndTime": 1565292290.338957, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.338944} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084406483749178, "sum": 0.5084406483749178, "min": 0.5084406483749178}}, "EndTime": 1565292290.339003, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.33899} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087947279183503, "sum": 0.5087947279183503, "min": 0.5087947279183503}}, "EndTime": 1565292290.339053, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339041} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508440215181472, "sum": 0.508440215181472, "min": 0.508440215181472}}, "EndTime": 1565292290.339099, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339087} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087947265537431, "sum": 0.5087947265537431, "min": 0.5087947265537431}}, "EndTime": 1565292290.339148, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339136} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5927843414116909, "sum": 0.5927843414116909, "min": 0.5927843414116909}}, "EndTime": 1565292290.339198, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339186} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592092131838623, "sum": 0.592092131838623, "min": 0.592092131838623}}, "EndTime": 1565292290.339243, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339229} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921967727464104, "sum": 0.5921967727464104, "min": 0.5921967727464104}}, "EndTime": 1565292290.33929, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339278} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920921296056294, "sum": 0.5920921296056294, "min": 0.5920921296056294}}, "EndTime": 1565292290.339341, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339328} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920627906978102, "sum": 0.5920627906978102, "min": 0.5920627906978102}}, "EndTime": 1565292290.33939, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339377} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5924854886215991, "sum": 0.5924854886215991, "min": 0.5924854886215991}}, "EndTime": 1565292290.339439, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339427} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920744033733205, "sum": 0.5920744033733205, "min": 0.5920744033733205}}, "EndTime": 1565292290.339481, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339469} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5924854887967358, "sum": 0.5924854887967358, "min": 0.5924854887967358}}, "EndTime": 1565292290.33953, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339517} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292290.339575, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339564} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526616875289559, "sum": 0.6526616875289559, "min": 0.6526616875289559}}, "EndTime": 1565292290.339616, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339606} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292290.339655, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339643} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526616875289559, "sum": 0.6526616875289559, "min": 0.6526616875289559}}, "EndTime": 1565292290.339704, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339693} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452379997468, "sum": 0.6526452379997468, "min": 0.6526452379997468}}, "EndTime": 1565292290.33975, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339738} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6529232225167244, "sum": 0.6529232225167244, "min": 0.6529232225167244}}, "EndTime": 1565292290.339794, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339782} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335565276, "sum": 0.6526502335565276, "min": 0.6526502335565276}}, "EndTime": 1565292290.339874, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339828} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6529232224437508, "sum": 0.6529232224437508, "min": 0.6529232224437508}}, "EndTime": 1565292290.339922, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.33991} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292290.339965, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339954} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599351914495671, "sum": 0.6599351914495671, "min": 0.6599351914495671}}, "EndTime": 1565292290.340008, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.339996} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292290.340051, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.34004} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599351914787566, "sum": 0.6599351914787566, "min": 0.6599351914787566}}, "EndTime": 1565292290.340098, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.340086} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292290.340144, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.340132} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6601303089931786, "sum": 0.6601303089931786, "min": 0.6601303089931786}}, "EndTime": 1565292290.340189, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.340178} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292290.340233, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.340222} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6601303091683153, "sum": 0.6601303091683153, "min": 0.6601303091683153}}, "EndTime": 1565292290.340279, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292290.340266} [08/08/2019 19:24:50 INFO 140485556696896] #quality_metric: host=algo-1, epoch=6, train binary_classification_cross_entropy_objective <loss>=0.551407131303 [2019-08-08 19:24:58.868] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 20, "duration": 8513, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.550630654342708, "sum": 0.550630654342708, "min": 0.550630654342708}}, "EndTime": 1565292303.962663, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962587} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078916436199032, "sum": 0.5078916436199032, "min": 0.5078916436199032}}, "EndTime": 1565292303.962736, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962725} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5356769374634569, "sum": 0.5356769374634569, "min": 0.5356769374634569}}, "EndTime": 1565292303.962774, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962766} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078985566123707, "sum": 0.5078985566123707, "min": 0.5078985566123707}}, "EndTime": 1565292303.962812, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962802} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075892225532734, "sum": 0.5075892225532734, "min": 0.5075892225532734}}, "EndTime": 1565292303.962855, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962845} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078003087039732, "sum": 0.5078003087039732, "min": 0.5078003087039732}}, "EndTime": 1565292303.962892, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962882} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075857239174585, "sum": 0.5075857239174585, "min": 0.5075857239174585}}, "EndTime": 1565292303.962932, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962922} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078003066028306, "sum": 0.5078003066028306, "min": 0.5078003066028306}}, "EndTime": 1565292303.962967, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.96296} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922901954902287, "sum": 0.5922901954902287, "min": 0.5922901954902287}}, "EndTime": 1565292303.963009, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.962998} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916013573817945, "sum": 0.5916013573817945, "min": 0.5916013573817945}}, "EndTime": 1565292303.963045, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963038} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916922127703015, "sum": 0.5916922127703015, "min": 0.5916922127703015}}, "EndTime": 1565292303.963086, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963075} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916013584323658, "sum": 0.5916013584323658, "min": 0.5916013584323658}}, "EndTime": 1565292303.963122, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963113} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915832991121024, "sum": 0.5915832991121024, "min": 0.5915832991121024}}, "EndTime": 1565292303.963157, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963147} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5917040755877088, "sum": 0.5917040755877088, "min": 0.5917040755877088}}, "EndTime": 1565292303.963194, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963185} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 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{"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521324997267207, "sum": 0.6521324997267207, "min": 0.6521324997267207}}, "EndTime": 1565292303.963321, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963311} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292303.963361, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963351} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521324976255781, "sum": 0.6521324976255781, "min": 0.6521324976255781}}, "EndTime": 1565292303.963399, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963388} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292303.963434, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963425} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6524952582535419, "sum": 0.6524952582535419, "min": 0.6524952582535419}}, "EndTime": 1565292303.963475, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963465} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292303.963513, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963503} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6524952579033515, "sum": 0.6524952579033515, "min": 0.6524952579033515}}, "EndTime": 1565292303.963552, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.96354} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292303.96359, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.96358} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595399244222945, "sum": 0.6595399244222945, "min": 0.6595399244222945}}, "EndTime": 1565292303.963628, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963618} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292303.963661, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.96365} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595399276907384, "sum": 0.6595399276907384, "min": 0.6595399276907384}}, "EndTime": 1565292303.963697, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963686} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292303.963729, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963719} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6596378627623556, "sum": 0.6596378627623556, "min": 0.6596378627623556}}, "EndTime": 1565292303.963765, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963756} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292303.963803, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963793} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6596378617117843, "sum": 0.6596378617117843, "min": 0.6596378617117843}}, "EndTime": 1565292303.963856, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292303.963845} [08/08/2019 19:25:03 INFO 140485556696896] #quality_metric: host=algo-1, epoch=6, validation binary_classification_cross_entropy_objective <loss>=0.550630654343 [08/08/2019 19:25:03 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=6, criteria=sampled_accuracy, value=0.768867834316 [08/08/2019 19:25:03 INFO 140485556696896] Epoch 6: Loss improved. Updating best model [08/08/2019 19:25:03 INFO 140485556696896] #progress_metric: host=algo-1, completed 46 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 29293, "sum": 29293.0, "min": 29293}, "Total Records Seen": {"count": 1, "max": 29292944, "sum": 29292944.0, "min": 29292944}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 9, "sum": 9.0, "min": 9}}, "EndTime": 1565292303.965182, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 6}, "StartTime": 1565292200.301462} [08/08/2019 19:25:03 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40351.5035267 records/second [2019-08-08 19:26:35.244] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 17, "duration": 91278, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5510294565048474, "sum": 0.5510294565048474, "min": 0.5510294565048474}}, "EndTime": 1565292395.244319, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244244} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087240361378331, "sum": 0.5087240361378331, "min": 0.5087240361378331}}, "EndTime": 1565292395.244404, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244388} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5352592667771663, "sum": 0.5352592667771663, "min": 0.5352592667771663}}, "EndTime": 1565292395.244457, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244445} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508730600722836, "sum": 0.508730600722836, "min": 0.508730600722836}}, "EndTime": 1565292395.244503, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244492} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084405294132825, "sum": 0.5084405294132825, "min": 0.5084405294132825}}, "EndTime": 1565292395.244551, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244539} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086707606632592, "sum": 0.5086707606632592, "min": 0.5086707606632592}}, "EndTime": 1565292395.244604, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244591} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084394112089387, "sum": 0.5084394112089387, "min": 0.5084394112089387}}, "EndTime": 1565292395.244656, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244643} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086707627649002, "sum": 0.5086707627649002, "min": 0.5086707627649002}}, "EndTime": 1565292395.244706, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244694} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5927568566182309, "sum": 0.5927568566182309, "min": 0.5927568566182309}}, "EndTime": 1565292395.24475, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244739} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920838146091134, "sum": 0.5920838146091134, "min": 0.5920838146091134}}, "EndTime": 1565292395.244793, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244782} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921581892016287, "sum": 0.5921581892016287, "min": 0.5921581892016287}}, "EndTime": 1565292395.244839, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244828} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592083813718835, "sum": 0.592083813718835, "min": 0.592083813718835}}, "EndTime": 1565292395.244888, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244876} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920630571829651, "sum": 0.5920630571829651, "min": 0.5920630571829651}}, "EndTime": 1565292395.244938, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244926} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5923478171276967, "sum": 0.5923478171276967, "min": 0.5923478171276967}}, "EndTime": 1565292395.244987, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.244975} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920746484188187, "sum": 0.5920746484188187, "min": 0.5920746484188187}}, "EndTime": 1565292395.245039, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245026} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5923478167920179, "sum": 0.5923478167920179, "min": 0.5923478167920179}}, "EndTime": 1565292395.245089, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245077} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292395.245137, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245125} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526561142106423, "sum": 0.6526561142106423, "min": 0.6526561142106423}}, "EndTime": 1565292395.245183, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245172} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292395.245234, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245221} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526561142106423, "sum": 0.6526561142106423, "min": 0.6526561142106423}}, "EndTime": 1565292395.245284, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245272} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292395.245329, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245317} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6528379028845722, "sum": 0.6528379028845722, "min": 0.6528379028845722}}, "EndTime": 1565292395.245375, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245363} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292395.245423, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245411} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6528379022278095, "sum": 0.6528379022278095, "min": 0.6528379022278095}}, "EndTime": 1565292395.245469, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245457} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292395.245518, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245506} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599304417409947, "sum": 0.6599304417409947, "min": 0.6599304417409947}}, "EndTime": 1565292395.245565, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245553} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292395.245613, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245601} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599304417409947, "sum": 0.6599304417409947, "min": 0.6599304417409947}}, "EndTime": 1565292395.24566, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245648} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292395.245708, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245696} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600646968569726, "sum": 0.6600646968569726, "min": 0.6600646968569726}}, "EndTime": 1565292395.245754, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245743} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292395.245802, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.24579} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600646970321093, "sum": 0.6600646970321093, "min": 0.6600646970321093}}, "EndTime": 1565292395.245849, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292395.245837} [08/08/2019 19:26:35 INFO 140485556696896] #quality_metric: host=algo-1, epoch=7, train binary_classification_cross_entropy_objective <loss>=0.551029456505 [2019-08-08 19:26:43.845] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 23, "duration": 8587, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5502534735733866, "sum": 0.5502534735733866, "min": 0.5502534735733866}}, "EndTime": 1565292408.768542, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768469} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078605077805813, "sum": 0.5078605077805813, "min": 0.5078605077805813}}, "EndTime": 1565292408.768614, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768603} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5335434521374556, "sum": 0.5335434521374556, "min": 0.5335434521374556}}, "EndTime": 1565292408.768653, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768643} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078668562077172, "sum": 0.5078668562077172, "min": 0.5078668562077172}}, "EndTime": 1565292408.768688, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.76868} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075891110176228, "sum": 0.5075891110176228, "min": 0.5075891110176228}}, "EndTime": 1565292408.768731, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768721} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076969357003275, "sum": 0.5076969357003275, "min": 0.5076969357003275}}, "EndTime": 1565292408.76877, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768761} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075849419422375, "sum": 0.5075849419422375, "min": 0.5075849419422375}}, "EndTime": 1565292408.76881, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768799} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076969385018509, "sum": 0.5076969385018509, "min": 0.5076969385018509}}, "EndTime": 1565292408.768855, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768843} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922632275589906, "sum": 0.5922632275589906, "min": 0.5922632275589906}}, "EndTime": 1565292408.768893, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768883} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915978505748696, "sum": 0.5915978505748696, "min": 0.5915978505748696}}, "EndTime": 1565292408.768932, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768923} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591660611119348, "sum": 0.591660611119348, "min": 0.591660611119348}}, "EndTime": 1565292408.768966, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768956} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915978527927424, "sum": 0.5915978527927424, "min": 0.5915978527927424}}, "EndTime": 1565292408.769007, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.768995} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915835584864778, "sum": 0.5915835584864778, "min": 0.5915835584864778}}, "EndTime": 1565292408.769046, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769036} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916257807126678, "sum": 0.5916257807126678, "min": 0.5916257807126678}}, "EndTime": 1565292408.769088, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769077} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915920621605898, "sum": 0.5915920621605898, "min": 0.5915920621605898}}, "EndTime": 1565292408.769128, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769118} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916257760434621, "sum": 0.5916257760434621, "min": 0.5916257760434621}}, "EndTime": 1565292408.769169, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769161} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292408.769205, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769195} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521767187387192, "sum": 0.6521767187387192, "min": 0.6521767187387192}}, "EndTime": 1565292408.769244, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769233} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292408.769279, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769269} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521767187387192, "sum": 0.6521767187387192, "min": 0.6521767187387192}}, "EndTime": 1565292408.769312, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769302} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292408.769346, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769337} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520202366138281, "sum": 0.6520202366138281, "min": 0.6520202366138281}}, "EndTime": 1565292408.769381, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769372} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292408.769421, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769411} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520202371974788, "sum": 0.6520202371974788, "min": 0.6520202371974788}}, "EndTime": 1565292408.769464, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769453} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292408.769509, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769498} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595486055262223, "sum": 0.6595486055262223, "min": 0.6595486055262223}}, "EndTime": 1565292408.76955, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.76954} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292408.769592, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769582} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595486070437142, "sum": 0.6595486070437142, "min": 0.6595486070437142}}, "EndTime": 1565292408.769628, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769618} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292408.769665, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769655} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6594986056874033, "sum": 0.6594986056874033, "min": 0.6594986056874033}}, "EndTime": 1565292408.769698, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769688} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292408.769738, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769728} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659498607088165, "sum": 0.659498607088165, "min": 0.659498607088165}}, "EndTime": 1565292408.769769, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292408.769761} [08/08/2019 19:26:48 INFO 140485556696896] #quality_metric: host=algo-1, epoch=7, validation binary_classification_cross_entropy_objective <loss>=0.550253473573 [08/08/2019 19:26:48 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=7, criteria=sampled_accuracy, value=0.768864009302 [08/08/2019 19:26:48 INFO 140485556696896] Epoch 7: Loss improved. Updating best model [08/08/2019 19:26:48 INFO 140485556696896] #progress_metric: host=algo-1, completed 53 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 33476, "sum": 33476.0, "min": 33476}, "Total Records Seen": {"count": 1, "max": 33475936, "sum": 33475936.0, "min": 33475936}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 10, "sum": 10.0, "min": 10}}, "EndTime": 1565292408.771171, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 7}, "StartTime": 1565292303.965818} [08/08/2019 19:26:48 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=39911.9614339 records/second [2019-08-08 19:28:17.244] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 19, "duration": 88473, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5506558246804104, "sum": 0.5506558246804104, "min": 0.5506558246804104}}, "EndTime": 1565292497.24479, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.244704} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087003838326132, "sum": 0.5087003838326132, "min": 0.5087003838326132}}, "EndTime": 1565292497.244869, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.244854} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5332346031739916, "sum": 0.5332346031739916, "min": 0.5332346031739916}}, "EndTime": 1565292497.244917, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.244906} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5087065127430664, "sum": 0.5087065127430664, "min": 0.5087065127430664}}, "EndTime": 1565292497.244961, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.24495} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508440411787065, "sum": 0.508440411787065, "min": 0.508440411787065}}, "EndTime": 1565292497.245008, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.244996} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085832238947587, "sum": 0.5085832238947587, "min": 0.5085832238947587}}, "EndTime": 1565292497.245057, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245044} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084386305077004, "sum": 0.5084386305077004, "min": 0.5084386305077004}}, "EndTime": 1565292497.245107, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245095} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085832243398979, "sum": 0.5085832243398979, "min": 0.5085832243398979}}, "EndTime": 1565292497.245152, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245141} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5927303943606668, "sum": 0.5927303943606668, "min": 0.5927303943606668}}, "EndTime": 1565292497.245198, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245186} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.59207820440992, "sum": 0.59207820440992, "min": 0.59207820440992}}, "EndTime": 1565292497.245247, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245236} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921319220026163, "sum": 0.5921319220026163, "min": 0.5921319220026163}}, "EndTime": 1565292497.245289, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245277} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920782065991292, "sum": 0.5920782065991292, "min": 0.5920782065991292}}, "EndTime": 1565292497.245336, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245324} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592063290187812, "sum": 0.592063290187812, "min": 0.592063290187812}}, "EndTime": 1565292497.245381, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245369} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922590388950693, "sum": 0.5922590388950693, "min": 0.5922590388950693}}, "EndTime": 1565292497.245423, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245412} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920747860179228, "sum": 0.5920747860179228, "min": 0.5920747860179228}}, "EndTime": 1565292497.245465, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245454} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922590381361433, "sum": 0.5922590381361433, "min": 0.5922590381361433}}, "EndTime": 1565292497.245511, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245499} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292497.245608, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245593} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526521513768784, "sum": 0.6526521513768784, "min": 0.6526521513768784}}, "EndTime": 1565292497.245654, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245641} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292497.245699, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245687} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526521513768784, "sum": 0.6526521513768784, "min": 0.6526521513768784}}, "EndTime": 1565292497.245741, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.24573} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292497.245783, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245771} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527775153110382, "sum": 0.6527775153110382, "min": 0.6527775153110382}}, "EndTime": 1565292497.245831, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245819} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292497.245871, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.24586} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527775150337384, "sum": 0.6527775150337384, "min": 0.6527775150337384}}, "EndTime": 1565292497.245915, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245904} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292497.245957, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.245946} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599273769792787, "sum": 0.6599273769792787, "min": 0.6599273769792787}}, "EndTime": 1565292497.246003, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.24599} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292497.246045, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.246034} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599273769792787, "sum": 0.6599273769792787, "min": 0.6599273769792787}}, "EndTime": 1565292497.246091, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.246078} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292497.246138, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.246126} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600227495044798, "sum": 0.6600227495044798, "min": 0.6600227495044798}}, "EndTime": 1565292497.24618, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.24617} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292497.246226, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.246214} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6600227495628587, "sum": 0.6600227495628587, "min": 0.6600227495628587}}, "EndTime": 1565292497.246272, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292497.246261} [08/08/2019 19:28:17 INFO 140485556696896] #quality_metric: host=algo-1, epoch=8, train binary_classification_cross_entropy_objective <loss>=0.55065582468 [2019-08-08 19:28:25.773] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 26, "duration": 8514, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5498803250133592, "sum": 0.5498803250133592, "min": 0.5498803250133592}}, "EndTime": 1565292510.778362, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778286} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078409713571014, "sum": 0.5078409713571014, "min": 0.5078409713571014}}, "EndTime": 1565292510.778439, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778425} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5316023145642894, "sum": 0.5316023145642894, "min": 0.5316023145642894}}, "EndTime": 1565292510.778482, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.77847} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078470082314883, "sum": 0.5078470082314883, "min": 0.5078470082314883}}, "EndTime": 1565292510.778519, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778508} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075889967388139, "sum": 0.5075889967388139, "min": 0.5075889967388139}}, "EndTime": 1565292510.778552, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778545} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076488868307363, "sum": 0.5076488868307363, "min": 0.5076488868307363}}, "EndTime": 1565292510.778586, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778578} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075841781185535, "sum": 0.5075841781185535, "min": 0.5075841781185535}}, "EndTime": 1565292510.778622, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778613} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076488871809266, "sum": 0.5076488871809266, "min": 0.5076488871809266}}, "EndTime": 1565292510.778657, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778647} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922373043625233, "sum": 0.5922373043625233, "min": 0.5922373043625233}}, "EndTime": 1565292510.778692, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778682} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591593502026891, "sum": 0.591593502026891, "min": 0.591593502026891}}, "EndTime": 1565292510.77872, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778714} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916390182609571, "sum": 0.5916390182609571, "min": 0.5916390182609571}}, "EndTime": 1565292510.778745, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778737} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591593502844002, "sum": 0.591593502844002, "min": 0.591593502844002}}, "EndTime": 1565292510.778778, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.77877} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915837819079696, "sum": 0.5915837819079696, "min": 0.5915837819079696}}, "EndTime": 1565292510.778808, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778798} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915965531193417, "sum": 0.5915965531193417, "min": 0.5915965531193417}}, "EndTime": 1565292510.778845, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778834} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915921576458459, "sum": 0.5915921576458459, "min": 0.5915921576458459}}, "EndTime": 1565292510.77888, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778872} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915965533528019, "sum": 0.5915965533528019, "min": 0.5915965533528019}}, "EndTime": 1565292510.778916, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778909} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292510.778954, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778945} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522090806530872, "sum": 0.6522090806530872, "min": 0.6522090806530872}}, "EndTime": 1565292510.778995, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.778985} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292510.779038, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779028} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522090806530872, "sum": 0.6522090806530872, "min": 0.6522090806530872}}, "EndTime": 1565292510.779071, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.77906} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292510.779112, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779102} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6519357099834281, "sum": 0.6519357099834281, "min": 0.6519357099834281}}, "EndTime": 1565292510.779152, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779142} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292510.779177, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.77917} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.651935709049587, "sum": 0.651935709049587, "min": 0.651935709049587}}, "EndTime": 1565292510.779209, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.7792} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292510.77925, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779239} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595480999679775, "sum": 0.6595480999679775, "min": 0.6595480999679775}}, "EndTime": 1565292510.779294, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779283} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292510.779334, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779324} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595481024193105, "sum": 0.6595481024193105, "min": 0.6595481024193105}}, "EndTime": 1565292510.779377, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779367} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292510.779415, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779405} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595515705885584, "sum": 0.6595515705885584, "min": 0.6595515705885584}}, "EndTime": 1565292510.779451, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779442} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292510.779488, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779478} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659551570238368, "sum": 0.659551570238368, "min": 0.659551570238368}}, "EndTime": 1565292510.779524, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292510.779515} [08/08/2019 19:28:30 INFO 140485556696896] #quality_metric: host=algo-1, epoch=8, validation binary_classification_cross_entropy_objective <loss>=0.549880325013 [08/08/2019 19:28:30 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=8, criteria=sampled_accuracy, value=0.768871659329 [08/08/2019 19:28:30 INFO 140485556696896] Epoch 8: Loss improved. Updating best model [08/08/2019 19:28:30 INFO 140485556696896] #progress_metric: host=algo-1, completed 60 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 37659, "sum": 37659.0, "min": 37659}, "Total Records Seen": {"count": 1, "max": 37658928, "sum": 37658928.0, "min": 37658928}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 11, "sum": 11.0, "min": 11}}, "EndTime": 1565292510.780938, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 8}, "StartTime": 1565292408.771427} [08/08/2019 19:28:30 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=41005.8528234 records/second [2019-08-08 19:30:00.179] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 21, "duration": 89398, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5502861903230292, "sum": 0.5502861903230292, "min": 0.5502861903230292}}, "EndTime": 1565292600.179761, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.17967} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086854103121217, "sum": 0.5086854103121217, "min": 0.5086854103121217}}, "EndTime": 1565292600.179862, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.179829} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5313914915328388, "sum": 0.5313914915328388, "min": 0.5313914915328388}}, "EndTime": 1565292600.179911, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.179899} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086916043296607, "sum": 0.5086916043296607, "min": 0.5086916043296607}}, "EndTime": 1565292600.179954, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.179943} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084402956641045, "sum": 0.5084402956641045, "min": 0.5084402956641045}}, "EndTime": 1565292600.179999, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.179989} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085234882969539, "sum": 0.5085234882969539, "min": 0.5085234882969539}}, "EndTime": 1565292600.180042, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.18003} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084378727347814, "sum": 0.5084378727347814, "min": 0.5084378727347814}}, "EndTime": 1565292600.180088, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180075} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5085234883334407, "sum": 0.5085234883334407, "min": 0.5085234883334407}}, "EndTime": 1565292600.180134, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180122} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5927049687229122, "sum": 0.5927049687229122, "min": 0.5927049687229122}}, "EndTime": 1565292600.180178, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180167} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920743868666821, "sum": 0.5920743868666821, "min": 0.5920743868666821}}, "EndTime": 1565292600.180223, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180211} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921139582410947, "sum": 0.5921139582410947, "min": 0.5921139582410947}}, "EndTime": 1565292600.180268, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180255} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920748898156347, "sum": 0.5920748898156347, "min": 0.5920748898156347}}, "EndTime": 1565292600.180316, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180304} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920634997389295, "sum": 0.5920634997389295, "min": 0.5920634997389295}}, "EndTime": 1565292600.180361, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.18035} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921953345234459, "sum": 0.5921953345234459, "min": 0.5921953345234459}}, "EndTime": 1565292600.180405, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180394} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920748651213534, "sum": 0.5920748651213534, "min": 0.5920748651213534}}, "EndTime": 1565292600.180447, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180436} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921953356764295, "sum": 0.5921953356764295, "min": 0.5921953356764295}}, "EndTime": 1565292600.18049, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180479} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292600.180532, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180521} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526495435469348, "sum": 0.6526495435469348, "min": 0.6526495435469348}}, "EndTime": 1565292600.180578, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180566} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292600.180623, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180612} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526503541235831, "sum": 0.6526503541235831, "min": 0.6526503541235831}}, "EndTime": 1565292600.180668, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180657} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292600.180712, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180701} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527301167981127, "sum": 0.6527301167981127, "min": 0.6527301167981127}}, "EndTime": 1565292600.180756, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180745} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292600.180798, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180787} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527301167981127, "sum": 0.6527301167981127, "min": 0.6527301167981127}}, "EndTime": 1565292600.180841, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180829} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292600.180886, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180874} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599255028847357, "sum": 0.6599255028847357, "min": 0.6599255028847357}}, "EndTime": 1565292600.180932, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.18092} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292600.180978, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.180966} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599258125265041, "sum": 0.6599258125265041, "min": 0.6599258125265041}}, "EndTime": 1565292600.181021, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.18101} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292600.181065, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.181053} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599883146427398, "sum": 0.6599883146427398, "min": 0.6599883146427398}}, "EndTime": 1565292600.181107, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.181096} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292600.18115, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.181139} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599883147157134, "sum": 0.6599883147157134, "min": 0.6599883147157134}}, "EndTime": 1565292600.181195, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292600.181184} [08/08/2019 19:30:00 INFO 140485556696896] #quality_metric: host=algo-1, epoch=9, train binary_classification_cross_entropy_objective <loss>=0.550286190323 [2019-08-08 19:30:08.781] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 29, "duration": 8586, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5495111776124079, "sum": 0.5495111776124079, "min": 0.5495111776124079}}, "EndTime": 1565292613.707967, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.707891} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078288866940592, "sum": 0.5078288866940592, "min": 0.5078288866940592}}, "EndTime": 1565292613.708038, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708027} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5298336858143159, "sum": 0.5298336858143159, "min": 0.5298336858143159}}, "EndTime": 1565292613.708076, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708067} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.507835540137056, "sum": 0.507835540137056, "min": 0.507835540137056}}, "EndTime": 1565292613.708113, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708103} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075888767402279, "sum": 0.5075888767402279, "min": 0.5075888767402279}}, "EndTime": 1565292613.708156, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708147} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076179718448429, "sum": 0.5076179718448429, "min": 0.5076179718448429}}, "EndTime": 1565292613.708191, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708182} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075834445279763, "sum": 0.5075834445279763, "min": 0.5075834445279763}}, "EndTime": 1565292613.70823, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.70822} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5076179728954142, "sum": 0.5076179728954142, "min": 0.5076179728954142}}, "EndTime": 1565292613.708265, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708257} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5922124151616535, "sum": 0.5922124151616535, "min": 0.5922124151616535}}, "EndTime": 1565292613.708305, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708296} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915895698553287, "sum": 0.5915895698553287, "min": 0.5915895698553287}}, "EndTime": 1565292613.708343, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708333} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916243570718565, "sum": 0.5916243570718565, "min": 0.5916243570718565}}, "EndTime": 1565292613.708381, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708371} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915919425121943, "sum": 0.5915919425121943, "min": 0.5915919425121943}}, "EndTime": 1565292613.708419, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708409} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915839857187974, "sum": 0.5915839857187974, "min": 0.5915839857187974}}, "EndTime": 1565292613.708452, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708442} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915892950725745, "sum": 0.5915892950725745, "min": 0.5915892950725745}}, "EndTime": 1565292613.70849, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708479} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915922231314557, "sum": 0.5915922231314557, "min": 0.5915922231314557}}, "EndTime": 1565292613.70852, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708511} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915892983410185, "sum": 0.5915892983410185, "min": 0.5915892983410185}}, "EndTime": 1565292613.708555, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708548} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292613.708589, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.70858} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522256004195083, "sum": 0.6522256004195083, "min": 0.6522256004195083}}, "EndTime": 1565292613.708629, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708619} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292613.708668, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708658} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158490169089, "sum": 0.6522158490169089, "min": 0.6522158490169089}}, "EndTime": 1565292613.708711, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.7087} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292613.708741, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708734} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520156934767029, "sum": 0.6520156934767029, "min": 0.6520156934767029}}, "EndTime": 1565292613.708776, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708766} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292613.70881, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708801} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520156920759411, "sum": 0.6520156920759411, "min": 0.6520156920759411}}, "EndTime": 1565292613.708851, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.70884} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292613.70889, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708881} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595361275409668, "sum": 0.6595361275409668, "min": 0.6595361275409668}}, "EndTime": 1565292613.708928, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708919} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292613.708969, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.708959} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659544606701749, "sum": 0.659544606701749, "min": 0.659544606701749}}, "EndTime": 1565292613.709011, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.709} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292613.709055, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.709044} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595771232835552, "sum": 0.6595771232835552, "min": 0.6595771232835552}}, "EndTime": 1565292613.709097, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.709086} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292613.709141, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.709131} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595771225831744, "sum": 0.6595771225831744, "min": 0.6595771225831744}}, "EndTime": 1565292613.709185, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292613.709174} [08/08/2019 19:30:13 INFO 140485556696896] #quality_metric: host=algo-1, epoch=9, validation binary_classification_cross_entropy_objective <loss>=0.549511177612 [08/08/2019 19:30:13 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=9, criteria=sampled_accuracy, value=0.768871659329 [08/08/2019 19:30:13 INFO 140485556696896] Epoch 9: Loss improved. Updating best model [08/08/2019 19:30:13 INFO 140485556696896] #progress_metric: host=algo-1, completed 66 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 41842, "sum": 41842.0, "min": 41842}, "Total Records Seen": {"count": 1, "max": 41841920, "sum": 41841920.0, "min": 41841920}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 12, "sum": 12.0, "min": 12}}, "EndTime": 1565292613.71048, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 9}, "StartTime": 1565292510.781188} [08/08/2019 19:30:13 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40639.4298159 records/second [2019-08-08 19:31:42.982] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 23, "duration": 89271, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5499205656703837, "sum": 0.5499205656703837, "min": 0.5499205656703837}}, "EndTime": 1565292702.982286, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982212} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508675783212991, "sum": 0.508675783212991, "min": 0.508675783212991}}, "EndTime": 1565292702.982359, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982346} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5297111807284545, "sum": 0.5297111807284545, "min": 0.5297111807284545}}, "EndTime": 1565292702.982407, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982395} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086817005801463, "sum": 0.5086817005801463, "min": 0.5086817005801463}}, "EndTime": 1565292702.982453, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982442} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084401782641053, "sum": 0.5084401782641053, "min": 0.5084401782641053}}, "EndTime": 1565292702.982497, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982486} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084849701949365, "sum": 0.5084849701949365, "min": 0.5084849701949365}}, "EndTime": 1565292702.982535, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982524} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084371362263822, "sum": 0.5084371362263822, "min": 0.5084371362263822}}, "EndTime": 1565292702.982581, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982569} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084849709611599, "sum": 0.5084849709611599, "min": 0.5084849709611599}}, "EndTime": 1565292702.982625, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982613} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926805861266476, "sum": 0.5926805861266476, "min": 0.5926805861266476}}, "EndTime": 1565292702.982674, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982661} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920718620515565, "sum": 0.5920718620515565, "min": 0.5920718620515565}}, "EndTime": 1565292702.982715, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982704} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921017144457226, "sum": 0.5921017144457226, "min": 0.5921017144457226}}, "EndTime": 1565292702.982756, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982745} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920746694498231, "sum": 0.5920746694498231, "min": 0.5920746694498231}}, "EndTime": 1565292702.982802, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982789} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592063691148799, "sum": 0.592063691148799, "min": 0.592063691148799}}, "EndTime": 1565292702.982841, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982832} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921539365895224, "sum": 0.5921539365895224, "min": 0.5921539365895224}}, "EndTime": 1565292702.982884, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982871} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592074917472646, "sum": 0.592074917472646, "min": 0.592074917472646}}, "EndTime": 1565292702.982928, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982916} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921539373630431, "sum": 0.5921539373630431, "min": 0.5921539373630431}}, "EndTime": 1565292702.982966, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982956} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292702.983011, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.982998} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526480590586797, "sum": 0.6526480590586797, "min": 0.6526480590586797}}, "EndTime": 1565292702.983054, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983043} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292702.983096, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983084} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502338922063, "sum": 0.6526502338922063, "min": 0.6526502338922063}}, "EndTime": 1565292702.983142, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.98313} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292702.983187, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983175} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527010725140857, "sum": 0.6527010725140857, "min": 0.6527010725140857}}, "EndTime": 1565292702.983235, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983223} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292702.98328, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983268} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6527010722367859, "sum": 0.6527010722367859, "min": 0.6527010722367859}}, "EndTime": 1565292702.983326, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983313} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292702.983373, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.98336} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599242446293733, "sum": 0.6599242446293733, "min": 0.6599242446293733}}, "EndTime": 1565292702.983424, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983411} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292702.98347, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983457} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257303435856, "sum": 0.6599257303435856, "min": 0.6599257303435856}}, "EndTime": 1565292702.983523, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.98351} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292702.983573, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.98356} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599669610802948, "sum": 0.6599669610802948, "min": 0.6599669610802948}}, "EndTime": 1565292702.983617, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983606} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292702.983662, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.98365} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599669610802948, "sum": 0.6599669610802948, "min": 0.6599669610802948}}, "EndTime": 1565292702.983709, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292702.983695} [08/08/2019 19:31:42 INFO 140485556696896] #quality_metric: host=algo-1, epoch=10, train binary_classification_cross_entropy_objective <loss>=0.54992056567 [2019-08-08 19:31:51.366] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 32, "duration": 8367, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5491460226157721, "sum": 0.5491460226157721, "min": 0.5491460226157721}}, "EndTime": 1565292716.340093, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340016} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078215403409397, "sum": 0.5078215403409397, "min": 0.5078215403409397}}, "EndTime": 1565292716.34017, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340156} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5282197886456594, "sum": 0.5282197886456594, "min": 0.5282197886456594}}, "EndTime": 1565292716.340218, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340206} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078259697829067, "sum": 0.5078259697829067, "min": 0.5078259697829067}}, "EndTime": 1565292716.340257, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340245} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075887524226267, "sum": 0.5075887524226267, "min": 0.5075887524226267}}, "EndTime": 1565292716.340292, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340282} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075911788337226, "sum": 0.5075911788337226, "min": 0.5075911788337226}}, "EndTime": 1565292716.34033, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340322} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075827204509057, "sum": 0.5075827204509057, "min": 0.5075827204509057}}, "EndTime": 1565292716.340356, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340348} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.507591180701405, "sum": 0.507591180701405, "min": 0.507591180701405}}, "EndTime": 1565292716.340387, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340379} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921885570381276, "sum": 0.5921885570381276, "min": 0.5921885570381276}}, "EndTime": 1565292716.340421, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340411} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915869700416069, "sum": 0.5915869700416069, "min": 0.5915869700416069}}, "EndTime": 1565292716.340451, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340442} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916142682024165, "sum": 0.5916142682024165, "min": 0.5916142682024165}}, "EndTime": 1565292716.340487, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340478} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915920500206551, "sum": 0.5915920500206551, "min": 0.5915920500206551}}, "EndTime": 1565292716.340524, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340514} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915841691018504, "sum": 0.5915841691018504, "min": 0.5915841691018504}}, "EndTime": 1565292716.340562, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340552} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915914427904566, "sum": 0.5915914427904566, "min": 0.5915914427904566}}, "EndTime": 1565292716.340599, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340589} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915922593177996, "sum": 0.5915922593177996, "min": 0.5915922593177996}}, "EndTime": 1565292716.340633, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340623} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915914377710605, "sum": 0.5915914377710605, "min": 0.5915914377710605}}, "EndTime": 1565292716.340667, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340657} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292716.3407, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.34069} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522266376835498, "sum": 0.6522266376835498, "min": 0.6522266376835498}}, "EndTime": 1565292716.340734, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340725} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292716.340771, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340762} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158449313539, "sum": 0.6522158449313539, "min": 0.6522158449313539}}, "EndTime": 1565292716.340811, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340802} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292716.340847, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340837} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520329596156516, "sum": 0.6520329596156516, "min": 0.6520329596156516}}, "EndTime": 1565292716.340873, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340865} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292716.340908, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340899} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520329626506353, "sum": 0.6520329626506353, "min": 0.6520329626506353}}, "EndTime": 1565292716.340947, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340936} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292716.340992, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.340981} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595298471091386, "sum": 0.6595298471091386, "min": 0.6595298471091386}}, "EndTime": 1565292716.341037, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341026} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292716.341081, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341071} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446174409221, "sum": 0.6595446174409221, "min": 0.6595446174409221}}, "EndTime": 1565292716.341123, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341112} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292716.341163, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341153} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595678117201306, "sum": 0.6595678117201306, "min": 0.6595678117201306}}, "EndTime": 1565292716.341203, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341193} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292716.341245, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341234} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595678118368608, "sum": 0.6595678118368608, "min": 0.6595678118368608}}, "EndTime": 1565292716.341289, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292716.341278} [08/08/2019 19:31:56 INFO 140485556696896] #quality_metric: host=algo-1, epoch=10, validation binary_classification_cross_entropy_objective <loss>=0.549146022616 [08/08/2019 19:31:56 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=10, criteria=sampled_accuracy, value=0.768867834316 [08/08/2019 19:31:56 INFO 140485556696896] Epoch 10: Loss improved. Updating best model [08/08/2019 19:31:56 INFO 140485556696896] #progress_metric: host=algo-1, completed 73 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 46025, "sum": 46025.0, "min": 46025}, "Total Records Seen": {"count": 1, "max": 46024912, "sum": 46024912.0, "min": 46024912}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 13, "sum": 13.0, "min": 13}}, "EndTime": 1565292716.342633, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 10}, "StartTime": 1565292613.710696} [08/08/2019 19:31:56 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40757.1708689 records/second [2019-08-08 19:33:26.522] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 25, "duration": 90176, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.549558861096244, "sum": 0.549558861096244, "min": 0.549558861096244}}, "EndTime": 1565292806.522861, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.522786} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086695142150325, "sum": 0.5086695142150325, "min": 0.5086695142150325}}, "EndTime": 1565292806.522952, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.522935} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5281769740990849, "sum": 0.5281769740990849, "min": 0.5281769740990849}}, "EndTime": 1565292806.523003, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.522989} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508672433102433, "sum": 0.508672433102433, "min": 0.508672433102433}}, "EndTime": 1565292806.523051, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523039} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084400628343945, "sum": 0.5084400628343945, "min": 0.5084400628343945}}, "EndTime": 1565292806.5231, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523088} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084585944403307, "sum": 0.5084585944403307, "min": 0.5084585944403307}}, "EndTime": 1565292806.523151, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523138} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084364158232665, "sum": 0.5084364158232665, "min": 0.5084364158232665}}, "EndTime": 1565292806.523196, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523184} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084585940608677, "sum": 0.5084585940608677, "min": 0.5084585940608677}}, "EndTime": 1565292806.52324, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523229} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926572183310729, "sum": 0.5926572183310729, "min": 0.5926572183310729}}, "EndTime": 1565292806.523287, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523275} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920700657469186, "sum": 0.5920700657469186, "min": 0.5920700657469186}}, "EndTime": 1565292806.52333, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523319} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920933167700674, "sum": 0.5920933167700674, "min": 0.5920933167700674}}, "EndTime": 1565292806.523372, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523361} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920747630604143, "sum": 0.5920747630604143, "min": 0.5920747630604143}}, "EndTime": 1565292806.523418, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523406} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920638661395985, "sum": 0.5920638661395985, "min": 0.5920638661395985}}, "EndTime": 1565292806.523461, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.52345} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921257249201843, "sum": 0.5921257249201843, "min": 0.5921257249201843}}, "EndTime": 1565292806.523508, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523496} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920749526605373, "sum": 0.5920749526605373, "min": 0.5920749526605373}}, "EndTime": 1565292806.523555, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523541} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921257219866438, "sum": 0.5921257219866438, "min": 0.5921257219866438}}, "EndTime": 1565292806.5236, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523588} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292806.523645, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523633} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526473020446865, "sum": 0.6526473020446865, "min": 0.6526473020446865}}, "EndTime": 1565292806.523691, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523679} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292806.523735, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523723} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336003118, "sum": 0.6526502336003118, "min": 0.6526502336003118}}, "EndTime": 1565292806.52378, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523768} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292806.523845, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523818} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652683040434638, "sum": 0.652683040434638, "min": 0.652683040434638}}, "EndTime": 1565292806.523895, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523881} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565292806.523941, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523929} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526830403908539, "sum": 0.6526830403908539, "min": 0.6526830403908539}}, "EndTime": 1565292806.523988, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.523975} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292806.524033, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524021} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599233591817658, "sum": 0.6599233591817658, "min": 0.6599233591817658}}, "EndTime": 1565292806.524078, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524066} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292806.524125, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524113} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659925730212233, "sum": 0.659925730212233, "min": 0.659925730212233}}, "EndTime": 1565292806.524172, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.52416} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292806.524219, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524206} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599527339926181, "sum": 0.6599527339926181, "min": 0.6599527339926181}}, "EndTime": 1565292806.524265, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524254} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292806.524312, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524301} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599527339926181, "sum": 0.6599527339926181, "min": 0.6599527339926181}}, "EndTime": 1565292806.524357, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292806.524345} [08/08/2019 19:33:26 INFO 140485556696896] #quality_metric: host=algo-1, epoch=11, train binary_classification_cross_entropy_objective <loss>=0.549558861096 [2019-08-08 19:33:35.081] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 35, "duration": 8542, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5487847622035928, "sum": 0.5487847622035928, "min": 0.5487847622035928}}, "EndTime": 1565292820.076464, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076388} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078171212295902, "sum": 0.5078171212295902, "min": 0.5078171212295902}}, "EndTime": 1565292820.076538, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076528} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5267449173095441, "sum": 0.5267449173095441, "min": 0.5267449173095441}}, "EndTime": 1565292820.076574, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076567} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078167568564521, "sum": 0.5078167568564521, "min": 0.5078167568564521}}, "EndTime": 1565292820.076611, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076602} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075886302645332, "sum": 0.5075886302645332, "min": 0.5075886302645332}}, "EndTime": 1565292820.076654, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076645} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075859806070406, "sum": 0.5075859806070406, "min": 0.5075859806070406}}, "EndTime": 1565292820.076691, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076681} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075820072881034, "sum": 0.5075820072881034, "min": 0.5075820072881034}}, "EndTime": 1565292820.076728, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076718} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075859809572311, "sum": 0.5075859809572311, "min": 0.5075859809572311}}, "EndTime": 1565292820.076768, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076758} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921656671911293, "sum": 0.5921656671911293, "min": 0.5921656671911293}}, "EndTime": 1565292820.076815, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076805} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915859991970162, "sum": 0.5915859991970162, "min": 0.5915859991970162}}, "EndTime": 1565292820.076855, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076844} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916073564939806, "sum": 0.5916073564939806, "min": 0.5916073564939806}}, "EndTime": 1565292820.076891, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076879} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915921288135009, "sum": 0.5915921288135009, "min": 0.5915921288135009}}, "EndTime": 1565292820.076929, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.07692} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915843317069381, "sum": 0.5915843317069381, "min": 0.5915843317069381}}, "EndTime": 1565292820.076961, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076953} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916019458184402, "sum": 0.5916019458184402, "min": 0.5916019458184402}}, "EndTime": 1565292820.077001, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.076991} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915922921189695, "sum": 0.5915922921189695, "min": 0.5915922921189695}}, "EndTime": 1565292820.077045, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077034} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916019445344086, "sum": 0.5916019445344086, "min": 0.5916019445344086}}, "EndTime": 1565292820.07708, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.07707} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292820.07712, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077109} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522198680356966, "sum": 0.6522198680356966, "min": 0.6522198680356966}}, "EndTime": 1565292820.077161, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.07715} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292820.0772, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077191} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292820.077232, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077224} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292820.077267, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077257} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520379074561791, "sum": 0.6520379074561791, "min": 0.6520379074561791}}, "EndTime": 1565292820.077304, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077294} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292820.077342, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077331} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520379085067504, "sum": 0.6520379085067504, "min": 0.6520379085067504}}, "EndTime": 1565292820.077381, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077371} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292820.077417, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077407} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595291816305993, "sum": 0.6595291816305993, "min": 0.6595291816305993}}, "EndTime": 1565292820.077448, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077439} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292820.077487, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077477} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446174409221, "sum": 0.6595446174409221, "min": 0.6595446174409221}}, "EndTime": 1565292820.077523, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077513} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292820.077554, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077545} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595422158349813, "sum": 0.6595422158349813, "min": 0.6595422158349813}}, "EndTime": 1565292820.07759, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077581} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292820.077619, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.07761} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595422152513306, "sum": 0.6595422152513306, "min": 0.6595422152513306}}, "EndTime": 1565292820.077658, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292820.077647} [08/08/2019 19:33:40 INFO 140485556696896] #quality_metric: host=algo-1, epoch=11, validation binary_classification_cross_entropy_objective <loss>=0.548784762204 [08/08/2019 19:33:40 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=11, criteria=sampled_accuracy, value=0.768888871889 [08/08/2019 19:33:40 INFO 140485556696896] Epoch 11: Loss improved. Updating best model [08/08/2019 19:33:40 INFO 140485556696896] #progress_metric: host=algo-1, completed 80 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 50208, "sum": 50208.0, "min": 50208}, "Total Records Seen": {"count": 1, "max": 50207904, "sum": 50207904.0, "min": 50207904}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 14, "sum": 14.0, "min": 14}}, "EndTime": 1565292820.079072, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 11}, "StartTime": 1565292716.346356} [08/08/2019 19:33:40 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40324.6694861 records/second [2019-08-08 19:35:11.034] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 27, "duration": 90954, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5492010018172189, "sum": 0.5492010018172189, "min": 0.5492010018172189}}, "EndTime": 1565292911.034403, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034322} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086654341928928, "sum": 0.5086654341928928, "min": 0.5086654341928928}}, "EndTime": 1565292911.03448, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034465} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.526774180393593, "sum": 0.526774180393593, "min": 0.526774180393593}}, "EndTime": 1565292911.03453, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034518} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508663519415543, "sum": 0.508663519415543, "min": 0.508663519415543}}, "EndTime": 1565292911.034575, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034563} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084399451425006, "sum": 0.5084399451425006, "min": 0.5084399451425006}}, "EndTime": 1565292911.034622, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.03461} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084403766794446, "sum": 0.5084403766794446, "min": 0.5084403766794446}}, "EndTime": 1565292911.034671, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034659} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508435711824626, "sum": 0.508435711824626, "min": 0.508435711824626}}, "EndTime": 1565292911.034718, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034706} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084403772924233, "sum": 0.5084403772924233, "min": 0.5084403772924233}}, "EndTime": 1565292911.034767, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034755} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926347969744776, "sum": 0.5926347969744776, "min": 0.5926347969744776}}, "EndTime": 1565292911.034807, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034795} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920687576797463, "sum": 0.5920687576797463, "min": 0.5920687576797463}}, "EndTime": 1565292911.034855, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034843} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920875538516307, "sum": 0.5920875538516307, "min": 0.5920875538516307}}, "EndTime": 1565292911.034901, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034889} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592074832195645, "sum": 0.592074832195645, "min": 0.592074832195645}}, "EndTime": 1565292911.034947, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034935} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920640242442966, "sum": 0.5920640242442966, "min": 0.5920640242442966}}, "EndTime": 1565292911.034995, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.034983} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921064524347277, "sum": 0.5921064524347277, "min": 0.5921064524347277}}, "EndTime": 1565292911.035039, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035029} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920749745672255, "sum": 0.5920749745672255, "min": 0.5920749745672255}}, "EndTime": 1565292911.035085, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035073} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921064548866422, "sum": 0.5921064548866422, "min": 0.5921064548866422}}, "EndTime": 1565292911.03513, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035119} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565292911.035178, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035166} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526471544481931, "sum": 0.6526471544481931, "min": 0.6526471544481931}}, "EndTime": 1565292911.035223, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035211} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292911.035271, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035259} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336295013, "sum": 0.6526502336295013, "min": 0.6526502336295013}}, "EndTime": 1565292911.035319, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035306} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565292911.035367, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035355} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526709761690261, "sum": 0.6526709761690261, "min": 0.6526709761690261}}, "EndTime": 1565292911.035414, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035402} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565292911.035462, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.03545} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526709761252419, "sum": 0.6526709761252419, "min": 0.6526709761252419}}, "EndTime": 1565292911.03551, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035498} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292911.035559, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035547} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599227712477069, "sum": 0.6599227712477069, "min": 0.6599227712477069}}, "EndTime": 1565292911.035606, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035593} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292911.035654, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035642} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292911.035701, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035688} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565292911.035748, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035736} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599428686856197, "sum": 0.6599428686856197, "min": 0.6599428686856197}}, "EndTime": 1565292911.035794, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035783} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565292911.035859, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035846} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599428686856197, "sum": 0.6599428686856197, "min": 0.6599428686856197}}, "EndTime": 1565292911.035913, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292911.035901} [08/08/2019 19:35:11 INFO 140485556696896] #quality_metric: host=algo-1, epoch=12, train binary_classification_cross_entropy_objective <loss>=0.549201001817 [2019-08-08 19:35:19.423] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 38, "duration": 8375, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5484273447227823, "sum": 0.5484273447227823, "min": 0.5484273447227823}}, "EndTime": 1565292924.436447, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436373} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078144976612845, "sum": 0.5078144976612845, "min": 0.5078144976612845}}, "EndTime": 1565292924.436517, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436507} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5253952717934913, "sum": 0.5253952717934913, "min": 0.5253952717934913}}, "EndTime": 1565292924.436546, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43654} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078079111046591, "sum": 0.5078079111046591, "min": 0.5078079111046591}}, "EndTime": 1565292924.436581, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436572} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075885078729793, "sum": 0.5075885078729793, "min": 0.5075885078729793}}, "EndTime": 1565292924.436619, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43661} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075800254437531, "sum": 0.5075800254437531, "min": 0.5075800254437531}}, "EndTime": 1565292924.43665, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43664} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075813216736146, "sum": 0.5075813216736146, "min": 0.5075813216736146}}, "EndTime": 1565292924.436689, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436679} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075800235760708, "sum": 0.5075800235760708, "min": 0.5075800235760708}}, "EndTime": 1565292924.436729, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43672} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592143718889456, "sum": 0.592143718889456, "min": 0.592143718889456}}, "EndTime": 1565292924.436771, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43676} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591586271995358, "sum": 0.591586271995358, "min": 0.591586271995358}}, "EndTime": 1565292924.436812, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436801} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916026577555761, "sum": 0.5916026577555761, "min": 0.5916026577555761}}, "EndTime": 1565292924.436847, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436841} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591592184843969, "sum": 0.591592184843969, "min": 0.591592184843969}}, "EndTime": 1565292924.436886, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436877} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915844846234242, "sum": 0.5915844846234242, "min": 0.5915844846234242}}, "EndTime": 1565292924.436918, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43691} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916033507824289, "sum": 0.5916033507824289, "min": 0.5916033507824289}}, "EndTime": 1565292924.436954, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436946} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915923061265865, "sum": 0.5915923061265865, "min": 0.5915923061265865}}, "EndTime": 1565292924.436986, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.436977} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916033547512537, "sum": 0.5916033547512537, "min": 0.5916033547512537}}, "EndTime": 1565292924.437018, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437009} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292924.437054, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437045} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522116070435499, "sum": 0.6522116070435499, "min": 0.6522116070435499}}, "EndTime": 1565292924.437089, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43708} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292924.437126, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437116} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158439975128, "sum": 0.6522158439975128, "min": 0.6522158439975128}}, "EndTime": 1565292924.437167, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437158} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565292924.437208, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437198} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520746356615074, "sum": 0.6520746356615074, "min": 0.6520746356615074}}, "EndTime": 1565292924.437247, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437237} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565292924.437287, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437277} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6520746353113169, "sum": 0.6520746353113169, "min": 0.6520746353113169}}, "EndTime": 1565292924.437317, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.43731} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292924.437358, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437348} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595310291185562, "sum": 0.6595310291185562, "min": 0.6595310291185562}}, "EndTime": 1565292924.437395, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437385} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292924.437433, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437422} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446173241919, "sum": 0.6595446173241919, "min": 0.6595446173241919}}, "EndTime": 1565292924.437467, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437457} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565292924.437502, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437491} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659542659642981, "sum": 0.659542659642981, "min": 0.659542659642981}}, "EndTime": 1565292924.437536, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437527} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565292924.437569, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437559} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659542659642981, "sum": 0.659542659642981, "min": 0.659542659642981}}, "EndTime": 1565292924.437605, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292924.437596} [08/08/2019 19:35:24 INFO 140485556696896] #quality_metric: host=algo-1, epoch=12, validation binary_classification_cross_entropy_objective <loss>=0.548427344723 [08/08/2019 19:35:24 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=12, criteria=sampled_accuracy, value=0.769007447301 [08/08/2019 19:35:24 INFO 140485556696896] Epoch 12: Loss improved. Updating best model [08/08/2019 19:35:24 INFO 140485556696896] #progress_metric: host=algo-1, completed 86 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 54391, "sum": 54391.0, "min": 54391}, "Total Records Seen": {"count": 1, "max": 54390896, "sum": 54390896.0, "min": 54390896}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 15, "sum": 15.0, "min": 15}}, "EndTime": 1565292924.438915, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 12}, "StartTime": 1565292820.079315} [08/08/2019 19:35:24 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40082.4383063 records/second [2019-08-08 19:36:53.803] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 29, "duration": 89364, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5488469125172101, "sum": 0.5488469125172101, "min": 0.5488469125172101}}, "EndTime": 1565293013.803959, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.803873} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508662784972298, "sum": 0.508662784972298, "min": 0.508662784972298}}, "EndTime": 1565293013.80404, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804024} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5254897374901573, "sum": 0.5254897374901573, "min": 0.5254897374901573}}, "EndTime": 1565293013.804092, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.80408} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086549615043593, "sum": 0.5086549615043593, "min": 0.5086549615043593}}, "EndTime": 1565293013.804138, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804126} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084398290633243, "sum": 0.5084398290633243, "min": 0.5084398290633243}}, "EndTime": 1565293013.804186, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804173} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084280845244383, "sum": 0.5084280845244383, "min": 0.5084280845244383}}, "EndTime": 1565293013.804235, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804221} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084350288350977, "sum": 0.5084350288350977, "min": 0.5084350288350977}}, "EndTime": 1565293013.804281, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804269} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.508428085137417, "sum": 0.508428085137417, "min": 0.508428085137417}}, "EndTime": 1565293013.804327, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804316} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5926132733542516, "sum": 0.5926132733542516, "min": 0.5926132733542516}}, "EndTime": 1565293013.804373, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804362} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920678826089911, "sum": 0.5920678826089911, "min": 0.5920678826089911}}, "EndTime": 1565293013.804407, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804398} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920836108812928, "sum": 0.5920836108812928, "min": 0.5920836108812928}}, "EndTime": 1565293013.804441, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804434} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920748809420395, "sum": 0.5920748809420395, "min": 0.5920748809420395}}, "EndTime": 1565293013.804466, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.80446} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592064172103495, "sum": 0.592064172103495, "min": 0.592064172103495}}, "EndTime": 1565293013.804498, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804489} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920933571244928, "sum": 0.5920933571244928, "min": 0.5920933571244928}}, "EndTime": 1565293013.804525, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804519} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920749809889061, "sum": 0.5920749809889061, "min": 0.5920749809889061}}, "EndTime": 1565293013.80455, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804544} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920933575331452, "sum": 0.5920933575331452, "min": 0.5920933575331452}}, "EndTime": 1565293013.804584, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804573} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565293013.804633, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.80462} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526472406884462, "sum": 0.6526472406884462, "min": 0.6526472406884462}}, "EndTime": 1565293013.804679, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804668} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565293013.804724, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804713} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335565276, "sum": 0.6526502335565276, "min": 0.6526502335565276}}, "EndTime": 1565293013.804771, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804759} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565293013.804803, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804796} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526625546893682, "sum": 0.6526625546893682, "min": 0.6526625546893682}}, "EndTime": 1565293013.804828, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804822} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565293013.804867, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804857} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652662554747747, "sum": 0.652662554747747, "min": 0.652662554747747}}, "EndTime": 1565293013.804899, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804892} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565293013.804923, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804917} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599224575777934, "sum": 0.6599224575777934, "min": 0.6599224575777934}}, "EndTime": 1565293013.804953, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804941} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293013.804991, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.804981} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293013.805037, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.805025} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565293013.805083, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.805072} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599359297677126, "sum": 0.6599359297677126, "min": 0.6599359297677126}}, "EndTime": 1565293013.80513, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.805118} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293013.805176, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.805165} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599359297677126, "sum": 0.6599359297677126, "min": 0.6599359297677126}}, "EndTime": 1565293013.805223, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293013.805211} [08/08/2019 19:36:53 INFO 140485556696896] #quality_metric: host=algo-1, epoch=13, train binary_classification_cross_entropy_objective <loss>=0.548846912517 [2019-08-08 19:37:02.338] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 41, "duration": 8521, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5480736303889955, "sum": 0.5480736303889955, "min": 0.5480736303889955}}, "EndTime": 1565293027.298809, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.298733} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078129237887804, "sum": 0.5078129237887804, "min": 0.5078129237887804}}, "EndTime": 1565293027.298879, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.298868} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5241584714068191, "sum": 0.5241584714068191, "min": 0.5241584714068191}}, "EndTime": 1565293027.298918, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.298909} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5077994286754328, "sum": 0.5077994286754328, "min": 0.5077994286754328}}, "EndTime": 1565293027.298954, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.298945} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075883867070919, "sum": 0.5075883867070919, "min": 0.5075883867070919}}, "EndTime": 1565293027.298999, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.298989} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075711845362609, "sum": 0.5075711845362609, "min": 0.5075711845362609}}, "EndTime": 1565293027.299038, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299028} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075806506503935, "sum": 0.5075806506503935, "min": 0.5075806506503935}}, "EndTime": 1565293027.29908, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.29907} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075711870459589, "sum": 0.5075711870459589, "min": 0.5075711870459589}}, "EndTime": 1565293027.299119, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299109} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921226334569923, "sum": 0.5921226334569923, "min": 0.5921226334569923}}, "EndTime": 1565293027.299156, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299147} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591586901871204, "sum": 0.591586901871204, "min": 0.591586901871204}}, "EndTime": 1565293027.2992, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299189} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915993924633148, "sum": 0.5915993924633148, "min": 0.5915993924633148}}, "EndTime": 1565293027.299238, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299226} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915922247656776, "sum": 0.5915922247656776, "min": 0.5915922247656776}}, "EndTime": 1565293027.299276, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299265} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915846282014988, "sum": 0.5915846282014988, "min": 0.5915846282014988}}, "EndTime": 1565293027.299318, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299307} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.591601672669908, "sum": 0.591601672669908, "min": 0.591601672669908}}, "EndTime": 1565293027.299362, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299351} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915923131303951, "sum": 0.5915923131303951, "min": 0.5915923131303951}}, "EndTime": 1565293027.2994, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299389} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5916016719695272, "sum": 0.5916016719695272, "min": 0.5916016719695272}}, "EndTime": 1565293027.299439, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299429} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565293027.299467, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.29946} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522057210428713, "sum": 0.6522057210428713, "min": 0.6522057210428713}}, "EndTime": 1565293027.299508, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299498} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565293027.299552, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299541} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522158462153854, "sum": 0.6522158462153854, "min": 0.6522158462153854}}, "EndTime": 1565293027.299596, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299585} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565293027.299637, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299627} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521266417412763, "sum": 0.6521266417412763, "min": 0.6521266417412763}}, "EndTime": 1565293027.29968, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299669} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565293027.299725, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299714} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521266412743558, "sum": 0.6521266412743558, "min": 0.6521266412743558}}, "EndTime": 1565293027.299768, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299758} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565293027.299798, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299792} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595311032421963, "sum": 0.6595311032421963, "min": 0.6595311032421963}}, "EndTime": 1565293027.299849, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299825} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565293027.299891, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.29988} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565293027.299928, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.29992} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565293027.299962, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299953} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595385266955746, "sum": 0.6595385266955746, "min": 0.6595385266955746}}, "EndTime": 1565293027.299984, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.299979} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565293027.300005, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.3} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595385266955746, "sum": 0.6595385266955746, "min": 0.6595385266955746}}, "EndTime": 1565293027.300042, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565293027.300032} [08/08/2019 19:37:07 INFO 140485556696896] #quality_metric: host=algo-1, epoch=13, validation binary_classification_cross_entropy_objective <loss>=0.548073630389 [08/08/2019 19:37:07 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=13, criteria=sampled_accuracy, value=0.768986409728 [08/08/2019 19:37:07 INFO 140485556696896] Epoch 13: Loss improved. Updating best model [08/08/2019 19:37:07 INFO 140485556696896] #progress_metric: host=algo-1, completed 93 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 58574, "sum": 58574.0, "min": 58574}, "Total Records Seen": {"count": 1, "max": 58573888, "sum": 58573888.0, "min": 58573888}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 16, "sum": 16.0, "min": 16}}, "EndTime": 1565293027.301381, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 13}, "StartTime": 1565292924.439148} [08/08/2019 19:37:07 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40665.9190708 records/second [2019-08-08 19:38:36.229] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/train", "epoch": 31, "duration": 88927, "num_examples": 4183, "num_bytes": 384835264} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5484965212223121, "sum": 0.5484965212223121, "min": 0.5484965212223121}}, "EndTime": 1565293116.229602, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229528} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086610943261999, "sum": 0.5086610943261999, "min": 0.5086610943261999}}, "EndTime": 1565293116.229678, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229664} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.524312178230012, "sum": 0.524312178230012, "min": 0.524312178230012}}, "EndTime": 1565293116.229725, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229715} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5086467348935215, "sum": 0.5086467348935215, "min": 0.5086467348935215}}, "EndTime": 1565293116.229768, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229758} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084397139911844, "sum": 0.5084397139911844, "min": 0.5084397139911844}}, "EndTime": 1565293116.229813, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229801} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084199979062402, "sum": 0.5084199979062402, "min": 0.5084199979062402}}, "EndTime": 1565293116.22986, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229847} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084343672487395, "sum": 0.5084343672487395, "min": 0.5084343672487395}}, "EndTime": 1565293116.229906, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229894} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5084200004311283, "sum": 0.5084200004311283, "min": 0.5084200004311283}}, "EndTime": 1565293116.229955, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229942} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5925925730080881, "sum": 0.5925925730080881, "min": 0.5925925730080881}}, "EndTime": 1565293116.230001, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.229989} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.592067315034579, "sum": 0.592067315034579, "min": 0.592067315034579}}, "EndTime": 1565293116.230047, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230036} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920809001147262, "sum": 0.5920809001147262, "min": 0.5920809001147262}}, "EndTime": 1565293116.230089, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230078} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920749143639688, "sum": 0.5920749143639688, "min": 0.5920749143639688}}, "EndTime": 1565293116.230135, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230124} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920643079950159, "sum": 0.5920643079950159, "min": 0.5920643079950159}}, "EndTime": 1565293116.230178, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230167} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920846118461794, "sum": 0.5920846118461794, "min": 0.5920846118461794}}, "EndTime": 1565293116.230224, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230212} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920749809305272, "sum": 0.5920749809305272, "min": 0.5920749809305272}}, "EndTime": 1565293116.230269, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230258} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5920846119483426, "sum": 0.5920846119483426, "min": 0.5920846119483426}}, "EndTime": 1565293116.230316, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230305} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526452378683943, "sum": 0.6526452378683943, "min": 0.6526452378683943}}, "EndTime": 1565293116.230362, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.23035} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526469881266627, "sum": 0.6526469881266627, "min": 0.6526469881266627}}, "EndTime": 1565293116.230409, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230397} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565293116.23046, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230448} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502335711223, "sum": 0.6526502335711223, "min": 0.6526502335711223}}, "EndTime": 1565293116.230503, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230492} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652645237941368, "sum": 0.652645237941368, "min": 0.652645237941368}}, "EndTime": 1565293116.230548, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230536} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526567033852532, "sum": 0.6526567033852532, "min": 0.6526567033852532}}, "EndTime": 1565293116.230596, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230584} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526502336586907, "sum": 0.6526502336586907, "min": 0.6526502336586907}}, "EndTime": 1565293116.230643, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230631} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6526567033560637, "sum": 0.6526567033560637, "min": 0.6526567033560637}}, "EndTime": 1565293116.230692, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.23068} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565293116.230741, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230727} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599223226495248, "sum": 0.6599223226495248, "min": 0.6599223226495248}}, "EndTime": 1565293116.23079, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230777} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293116.230833, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.23082} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293116.230879, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230867} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599222891838114, "sum": 0.6599222891838114, "min": 0.6599222891838114}}, "EndTime": 1565293116.230933, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230919} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599309357579731, "sum": 0.6599309357579731, "min": 0.6599309357579731}}, "EndTime": 1565293116.230975, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.230964} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599257301830436, "sum": 0.6599257301830436, "min": 0.6599257301830436}}, "EndTime": 1565293116.231022, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.231008} #metrics {"Metrics": {"train_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6599309357579731, "sum": 0.6599309357579731, "min": 0.6599309357579731}}, "EndTime": 1565293116.231067, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293116.231055} [08/08/2019 19:38:36 INFO 140485556696896] #quality_metric: host=algo-1, epoch=14, train binary_classification_cross_entropy_objective <loss>=0.548496521222 [2019-08-08 19:38:44.672] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 44, "duration": 8427, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.547723634493881, "sum": 0.547723634493881, "min": 0.547723634493881}}, "EndTime": 1565293129.70404, "Dimensions": {"model": 0, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.703965} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5078120278265758, "sum": 0.5078120278265758, "min": 0.5078120278265758}}, "EndTime": 1565293129.704117, "Dimensions": {"model": 1, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704103} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5230239174611924, "sum": 0.5230239174611924, "min": 0.5230239174611924}}, "EndTime": 1565293129.70416, "Dimensions": {"model": 2, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704149} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5077912501531313, "sum": 0.5077912501531313, "min": 0.5077912501531313}}, "EndTime": 1565293129.704193, "Dimensions": {"model": 3, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704185} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075882682259978, "sum": 0.5075882682259978, "min": 0.5075882682259978}}, "EndTime": 1565293129.704231, "Dimensions": {"model": 4, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704222} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075635650929743, "sum": 0.5075635650929743, "min": 0.5075635650929743}}, "EndTime": 1565293129.704263, "Dimensions": {"model": 5, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704257} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075799988876458, "sum": 0.5075799988876458, "min": 0.5075799988876458}}, "EndTime": 1565293129.704284, "Dimensions": {"model": 6, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704279} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5075635725637033, "sum": 0.5075635725637033, "min": 0.5075635725637033}}, "EndTime": 1565293129.704309, "Dimensions": {"model": 7, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704302} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5921023426066049, "sum": 0.5921023426066049, "min": 0.5921023426066049}}, "EndTime": 1565293129.704345, "Dimensions": {"model": 8, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704336} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915875456379369, "sum": 0.5915875456379369, "min": 0.5915875456379369}}, "EndTime": 1565293129.704383, "Dimensions": {"model": 9, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704375} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915971998043281, "sum": 0.5915971998043281, "min": 0.5915971998043281}}, "EndTime": 1565293129.704419, "Dimensions": {"model": 10, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.70441} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915922556991652, "sum": 0.5915922556991652, "min": 0.5915922556991652}}, "EndTime": 1565293129.704458, "Dimensions": {"model": 11, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704448} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915847550871631, "sum": 0.5915847550871631, "min": 0.5915847550871631}}, "EndTime": 1565293129.704499, "Dimensions": {"model": 12, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704489} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915982846942676, "sum": 0.5915982846942676, "min": 0.5915982846942676}}, "EndTime": 1565293129.704539, "Dimensions": {"model": 13, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704529} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915923132471252, "sum": 0.5915923132471252, "min": 0.5915923132471252}}, "EndTime": 1565293129.70458, "Dimensions": {"model": 14, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704568} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.5915982871456006, "sum": 0.5915982871456006, "min": 0.5915982871456006}}, "EndTime": 1565293129.704616, "Dimensions": {"model": 15, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704609} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565293129.704639, "Dimensions": {"model": 16, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704633} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522051775473303, "sum": 0.6522051775473303, "min": 0.6522051775473303}}, "EndTime": 1565293129.704664, "Dimensions": {"model": 17, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704655} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565293129.70469, "Dimensions": {"model": 18, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704684} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565293129.704721, "Dimensions": {"model": 19, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704712} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6522056392150418, "sum": 0.6522056392150418, "min": 0.6522056392150418}}, "EndTime": 1565293129.704762, "Dimensions": {"model": 20, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704752} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6521714647150293, "sum": 0.6521714647150293, "min": 0.6521714647150293}}, "EndTime": 1565293129.704807, "Dimensions": {"model": 21, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704796} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652215844230973, "sum": 0.652215844230973, "min": 0.652215844230973}}, "EndTime": 1565293129.704851, "Dimensions": {"model": 22, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704841} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.652171465999061, "sum": 0.652171465999061, "min": 0.652171465999061}}, "EndTime": 1565293129.704895, "Dimensions": {"model": 23, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704884} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565293129.704938, "Dimensions": {"model": 24, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704928} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309415709497, "sum": 0.6595309415709497, "min": 0.6595309415709497}}, "EndTime": 1565293129.704976, "Dimensions": {"model": 25, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.704967} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565293129.705013, "Dimensions": {"model": 26, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.705003} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446173241919, "sum": 0.6595446173241919, "min": 0.6595446173241919}}, "EndTime": 1565293129.705051, "Dimensions": {"model": 27, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.70504} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595309457732348, "sum": 0.6595309457732348, "min": 0.6595309457732348}}, "EndTime": 1565293129.705093, "Dimensions": {"model": 28, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.705083} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659548232806879, "sum": 0.659548232806879, "min": 0.659548232806879}}, "EndTime": 1565293129.705126, "Dimensions": {"model": 29, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.705119} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.6595446179078427, "sum": 0.6595446179078427, "min": 0.6595446179078427}}, "EndTime": 1565293129.705162, "Dimensions": {"model": 30, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.705155} #metrics {"Metrics": {"validation_binary_classification_cross_entropy_objective": {"count": 1, "max": 0.659548232806879, "sum": 0.659548232806879, "min": 0.659548232806879}}, "EndTime": 1565293129.705187, "Dimensions": {"model": 31, "Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293129.70518} [08/08/2019 19:38:49 INFO 140485556696896] #quality_metric: host=algo-1, epoch=14, validation binary_classification_cross_entropy_objective <loss>=0.547723634494 [08/08/2019 19:38:49 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=14, criteria=sampled_accuracy, value=0.768873571836 [08/08/2019 19:38:49 INFO 140485556696896] Epoch 14: Loss improved. Updating best model [08/08/2019 19:38:49 INFO 140485556696896] #progress_metric: host=algo-1, completed 100 % of epochs #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Batches Since Last Reset": {"count": 1, "max": 4183, "sum": 4183.0, "min": 4183}, "Number of Records Since Last Reset": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Total Batches Seen": {"count": 1, "max": 62757, "sum": 62757.0, "min": 62757}, "Total Records Seen": {"count": 1, "max": 62756880, "sum": 62756880.0, "min": 62756880}, "Max Records Seen Between Resets": {"count": 1, "max": 4182992, "sum": 4182992.0, "min": 4182992}, "Reset Count": {"count": 1, "max": 17, "sum": 17.0, "min": 17}}, "EndTime": 1565293129.706544, "Dimensions": {"Host": "algo-1", "Meta": "training_data_iter", "Operation": "training", "Algorithm": "Linear Learner", "epoch": 14}, "StartTime": 1565293027.301617} [08/08/2019 19:38:49 INFO 140485556696896] #throughput_metric: host=algo-1, train throughput=40847.5207758 records/second [08/08/2019 19:38:49 WARNING 140485556696896] wait_for_all_workers will not sync workers since the kv store is not running distributed [08/08/2019 19:38:49 WARNING 140485556696896] wait_for_all_workers will not sync workers since the kv store is not running distributed [2019-08-08 19:38:58.358] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 47, "duration": 8639, "num_examples": 523, "num_bytes": 48104408} [08/08/2019 19:39:03 INFO 140485556696896] #early_stopping_criteria_metric: host=algo-1, epoch=14, criteria=sampled_accuracy, value=0.768873571836 [08/08/2019 19:39:03 INFO 140485556696896] Epoch 14: Loss improved. Updating best model [2019-08-08 19:39:04.833] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/validation", "epoch": 49, "duration": 1486, "num_examples": 523, "num_bytes": 48104408} [08/08/2019 19:39:04 INFO 140485556696896] #validation_score (algo-1) : ('binary_classification_cross_entropy_objective', 0.5075635650929743) [08/08/2019 19:39:04 INFO 140485556696896] #validation_score (algo-1) : ('binary_classification_accuracy', 0.7688716593290161) [08/08/2019 19:39:04 INFO 140485556696896] #validation_score (algo-1) : ('binary_f_1.000', 0.6336571835639693) [08/08/2019 19:39:04 INFO 140485556696896] #validation_score (algo-1) : ('precision', 0.7699907174114838) [08/08/2019 19:39:04 INFO 140485556696896] #validation_score (algo-1) : ('recall', 0.5383395056323301) [08/08/2019 19:39:04 INFO 140485556696896] #quality_metric: host=algo-1, validation binary_classification_cross_entropy_objective <loss>=0.507563565093 [08/08/2019 19:39:04 INFO 140485556696896] #quality_metric: host=algo-1, validation binary_classification_accuracy <score>=0.768871659329 [08/08/2019 19:39:04 INFO 140485556696896] #quality_metric: host=algo-1, validation binary_f_1.000 <score>=0.633657183564 [08/08/2019 19:39:04 INFO 140485556696896] #quality_metric: host=algo-1, validation precision <score>=0.769990717411 [08/08/2019 19:39:04 INFO 140485556696896] #quality_metric: host=algo-1, validation recall <score>=0.538339505632 [08/08/2019 19:39:04 INFO 140485556696896] Best model found for hyperparameters: {"lr_scheduler_step": 100, "wd": 0.0001, "optimizer": "adam", "lr_scheduler_factor": 0.99, "l1": 0.0, "learning_rate": 0.1, "lr_scheduler_minimum_lr": 1e-05} [08/08/2019 19:39:04 INFO 140485556696896] Saved checkpoint to "/tmp/tmp4tjqyM/mx-mod-0000.params" [2019-08-08 19:39:04.839] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/test", "epoch": 0, "duration": 1565214, "num_examples": 1, "num_bytes": 92000} [2019-08-08 19:39:06.300] [tensorio] [info] epoch_stats={"data_pipeline": "/opt/ml/input/data/test", "epoch": 1, "duration": 1460, "num_examples": 523, "num_bytes": 48104408} #metrics {"Metrics": {"Max Batches Seen Between Resets": {"count": 1, "max": 523, "sum": 523.0, "min": 523}, "Number of Batches Since Last Reset": {"count": 1, "max": 523, "sum": 523.0, "min": 523}, "Number of Records Since Last Reset": {"count": 1, "max": 522874, "sum": 522874.0, "min": 522874}, "Total Batches Seen": {"count": 1, "max": 523, "sum": 523.0, "min": 523}, "Total Records Seen": {"count": 1, "max": 522874, "sum": 522874.0, "min": 522874}, "Max Records Seen Between Resets": {"count": 1, "max": 522874, "sum": 522874.0, "min": 522874}, "Reset Count": {"count": 1, "max": 1, "sum": 1.0, "min": 1}}, "EndTime": 1565293146.300807, "Dimensions": {"Host": "algo-1", "Meta": "test_data_iter", "Operation": "training", "Algorithm": "Linear Learner"}, "StartTime": 1565293144.839104} [08/08/2019 19:39:06 INFO 140485556696896] #test_score (algo-1) : ('binary_classification_cross_entropy_objective', 0.5083042982708124) [08/08/2019 19:39:06 INFO 140485556696896] #test_score (algo-1) : ('binary_classification_accuracy', 0.7672154285736142) [08/08/2019 19:39:06 INFO 140485556696896] #test_score (algo-1) : ('binary_f_1.000', 0.6311170107982459) [08/08/2019 19:39:06 INFO 140485556696896] #test_score (algo-1) : ('precision', 0.7679066611599504) [08/08/2019 19:39:06 INFO 140485556696896] #test_score (algo-1) : ('recall', 0.5356924200875655) [08/08/2019 19:39:06 INFO 140485556696896] #quality_metric: host=algo-1, test binary_classification_cross_entropy_objective <loss>=0.508304298271 [08/08/2019 19:39:06 INFO 140485556696896] #quality_metric: host=algo-1, test binary_classification_accuracy <score>=0.767215428574 [08/08/2019 19:39:06 INFO 140485556696896] #quality_metric: host=algo-1, test binary_f_1.000 <score>=0.631117010798 [08/08/2019 19:39:06 INFO 140485556696896] #quality_metric: host=algo-1, test precision <score>=0.76790666116 [08/08/2019 19:39:06 INFO 140485556696896] #quality_metric: host=algo-1, test recall <score>=0.535692420088 #metrics {"Metrics": {"totaltime": {"count": 1, "max": 1566781.422138214, "sum": 1566781.422138214, "min": 1566781.422138214}, "finalize.time": {"count": 1, "max": 15128.129005432129, "sum": 15128.129005432129, "min": 15128.129005432129}, "initialize.time": {"count": 1, "max": 208.3148956298828, "sum": 208.3148956298828, "min": 208.3148956298828}, "check_early_stopping.time": {"count": 16, "max": 0.8401870727539062, "sum": 11.621236801147461, "min": 0.6301403045654297}, "setuptime": {"count": 1, "max": 21.162986755371094, "sum": 21.162986755371094, "min": 21.162986755371094}, "update.time": {"count": 15, "max": 104805.19604682922, "sum": 1549835.4241847992, "min": 102009.34290885925}, "epochs": {"count": 1, "max": 15, "sum": 15.0, "min": 15}}, "EndTime": 1565293146.325971, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "Linear Learner"}, "StartTime": 1565291579.609991} 2019-08-08 19:39:14 Uploading - Uploading generated training model 2019-08-08 19:39:14 Completed - Training job completed Billable seconds: 1613 finished training
#Deploying the linear learner model to the endpoint
#Remember to terminate this when you are done using the resource
linear_predictor = linear_estimator.deploy(initial_instance_count=1, instance_type='ml.m5.xlarge')
---------------------------------------------------------------------------!
#Making predictions using the linear learner model and the test data
prediction_batches = [linear_predictor.predict(batch) for batch in np.array_split(test_features, 100)]
#Defining a function that will be used to do a basic cross validation test
def evaluate_metrics(predictor, test_features, test_labels):
"""
Evaluate a model on a test set using the given prediction endpoint. Display classification metrics.
"""
#Split the test dataset into 100 batches and evaluate using prediction endpoint
prediction_batches = [predictor.predict(batch) for batch in np.array_split(test_features, 100)]
#Parse protobuf responses to extract predicted labels
extract_label = lambda x: x.label['predicted_label'].float32_tensor.values
test_preds = np.concatenate([np.array([extract_label(x) for x in batch]) for batch in prediction_batches])
test_preds = test_preds.reshape((-1,))
#Calculate accuracy
accuracy = (test_preds == test_labels).sum() / test_labels.shape[0]
return accuracy
#Using the function we defined above to find the accuracy of the linear learner model
evaluate_metrics(linear_predictor, test_features, test_labels)
0.7672154285736142