import tensorflow as tf import pymysql from pyspark.conf import SparkConf import pytispark.pytispark as pti from pyspark.sql import SparkSession import datetime import pandas as pd from datetime import date, timedelta import time from pyspark import StorageLevel from pyspark.sql import Row import os import sys from sqlalchemy import create_engine def input_fn(filenames, batch_size=32, num_epochs=1, perform_shuffle=False): print('Parsing', filenames) def _parse_fn(record): features = { "y": tf.FixedLenFeature([], tf.float32), "z": tf.FixedLenFeature([], tf.float32), "ids": tf.FixedLenFeature([15], tf.int64), "app_list": tf.VarLenFeature(tf.int64), "level2_list": tf.VarLenFeature(tf.int64), "level3_list": tf.VarLenFeature(tf.int64), "tag1_list": tf.VarLenFeature(tf.int64), "tag2_list": tf.VarLenFeature(tf.int64), "tag3_list": tf.VarLenFeature(tf.int64), "tag4_list": tf.VarLenFeature(tf.int64), "tag5_list": tf.VarLenFeature(tf.int64), "tag6_list": tf.VarLenFeature(tf.int64), "tag7_list": tf.VarLenFeature(tf.int64), "number": tf.VarLenFeature(tf.int64), "uid": tf.VarLenFeature(tf.string), "city": tf.VarLenFeature(tf.string), "cid_id": tf.VarLenFeature(tf.string) } parsed = tf.parse_single_example(record, features) y = parsed.pop('y') z = parsed.pop('z') return parsed, {"y": y, "z": z} # Extract lines from input files using the Dataset API, can pass one filename or filename list dataset = tf.data.TFRecordDataset(filenames).map(_parse_fn, num_parallel_calls=10).prefetch(500000) # multi-thread pre-process then prefetch # Randomizes input using a window of 256 elements (read into memory) if perform_shuffle: dataset = dataset.shuffle(buffer_size=256) # epochs from blending together. dataset = dataset.repeat(num_epochs) dataset = dataset.batch(batch_size) # Batch size to use # dataset = dataset.padded_batch(batch_size, padded_shapes=({"feeds_ids": [None], "feeds_vals": [None], "title_ids": [None]}, [None])) #不定长补齐 #return dataset.make_one_shot_iterator() iterator = dataset.make_one_shot_iterator() batch_features, batch_labels = iterator.get_next() #return tf.reshape(batch_ids,shape=[-1,field_size]), tf.reshape(batch_vals,shape=[-1,field_size]), batch_labels #print("-"*100) #print(batch_features,batch_labels) return batch_features, batch_labels def model_fn(features, labels, mode, params): """Bulid Model function f(x) for Estimator.""" #------hyperparameters---- field_size = params["field_size"] feature_size = params["feature_size"] embedding_size = params["embedding_size"] l2_reg = params["l2_reg"] learning_rate = params["learning_rate"] #optimizer = params["optimizer"] layers = list(map(int, params["deep_layers"].split(','))) dropout = list(map(float, params["dropout"].split(','))) ctr_task_wgt = params["ctr_task_wgt"] common_dims = field_size*embedding_size #------bulid weights------ Feat_Emb = tf.get_variable(name='embeddings', shape=[feature_size, embedding_size], initializer=tf.glorot_normal_initializer()) feat_ids = features['ids'] app_list = features['app_list'] level2_list = features['level2_list'] level3_list = features['level3_list'] tag1_list = features['tag1_list'] tag2_list = features['tag2_list'] tag3_list = features['tag3_list'] tag4_list = features['tag4_list'] tag5_list = features['tag5_list'] tag6_list = features['tag6_list'] tag7_list = features['tag7_list'] number = features['number'] uid = features['uid'] city = features['city'] cid_id = features['cid_id'] #------build f(x)------ with tf.variable_scope("Shared-Embedding-layer"): embedding_id = tf.nn.embedding_lookup(Feat_Emb,feat_ids) app_id = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=app_list, sp_weights=None, combiner="sum") level2 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=level2_list, sp_weights=None, combiner="sum") level3 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=level3_list, sp_weights=None, combiner="sum") tag1 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag1_list, sp_weights=None, combiner="sum") tag2 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag2_list, sp_weights=None, combiner="sum") tag3 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag3_list, sp_weights=None, combiner="sum") tag4 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag4_list, sp_weights=None, combiner="sum") tag5 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag5_list, sp_weights=None, combiner="sum") tag6 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag6_list, sp_weights=None, combiner="sum") tag7 = tf.nn.embedding_lookup_sparse(Feat_Emb, sp_ids=tag7_list, sp_weights=None, combiner="sum") # x_concat = tf.reshape(embedding_id,shape=[-1, common_dims]) # None * (F * K) x_concat = tf.concat([tf.reshape(embedding_id, shape=[-1, common_dims]), app_id, level2, level3, tag1, tag2, tag3, tag4, tag5, tag6, tag7], axis=1) sample_id = tf.sparse.to_dense(number) uid = tf.sparse.to_dense(uid,default_value="") city = tf.sparse.to_dense(city,default_value="") cid_id = tf.sparse.to_dense(cid_id,default_value="") with tf.name_scope("CVR_Task"): if mode == tf.estimator.ModeKeys.TRAIN: train_phase = True else: train_phase = False x_cvr = x_concat for i in range(len(layers)): x_cvr = tf.contrib.layers.fully_connected(inputs=x_cvr, num_outputs=layers[i], \ weights_regularizer=tf.contrib.layers.l2_regularizer(l2_reg), scope='cvr_mlp%d' % i) y_cvr = tf.contrib.layers.fully_connected(inputs=x_cvr, num_outputs=1, activation_fn=tf.identity, \ weights_regularizer=tf.contrib.layers.l2_regularizer(l2_reg), scope='cvr_out') y_cvr = tf.reshape(y_cvr,shape=[-1]) with tf.name_scope("CTR_Task"): if mode == tf.estimator.ModeKeys.TRAIN: train_phase = True else: train_phase = False x_ctr = x_concat for i in range(len(layers)): x_ctr = tf.contrib.layers.fully_connected(inputs=x_ctr, num_outputs=layers[i], \ weights_regularizer=tf.contrib.layers.l2_regularizer(l2_reg), scope='ctr_mlp%d' % i) y_ctr = tf.contrib.layers.fully_connected(inputs=x_ctr, num_outputs=1, activation_fn=tf.identity, \ weights_regularizer=tf.contrib.layers.l2_regularizer(l2_reg), scope='ctr_out') y_ctr = tf.reshape(y_ctr,shape=[-1]) with tf.variable_scope("MTL-Layer"): pctr = tf.sigmoid(y_ctr) pcvr = tf.sigmoid(y_cvr) pctcvr = pctr*pcvr predictions={"pcvr": pcvr, "pctr": pctr, "pctcvr": pctcvr, "sample_id": sample_id, "uid":uid, "city":city, "cid_id":cid_id} export_outputs = {tf.saved_model.signature_constants.DEFAULT_SERVING_SIGNATURE_DEF_KEY: tf.estimator.export.PredictOutput(predictions)} # Provide an estimator spec for `ModeKeys.PREDICT` if mode == tf.estimator.ModeKeys.PREDICT: return tf.estimator.EstimatorSpec( mode=mode, predictions=predictions, export_outputs=export_outputs) def main(te_file): dt_dir = (date.today() + timedelta(-1)).strftime('%Y%m%d') model_dir = "hdfs://172.16.32.4:8020/strategy/esmm/model_ckpt/DeepCvrMTL/" + dt_dir te_files = ["hdfs://172.16.32.4:8020/strategy/esmm/nearby/part-r-00000"] model_params = { "field_size": 15, "feature_size": 600000, "embedding_size": 16, "learning_rate": 0.0001, "l2_reg": 0.005, "deep_layers": '512,256,128,64,32', "dropout": '0.3,0.3,0.3,0.3,0.3', "ctr_task_wgt":0.5 } config = tf.estimator.RunConfig().replace(session_config = tf.ConfigProto(device_count={'GPU':0, 'CPU':36}), log_step_count_steps=100, save_summary_steps=100) Estimator = tf.estimator.Estimator(model_fn=model_fn, model_dir=model_dir, params=model_params, config=config) preds = Estimator.predict(input_fn=lambda: input_fn(te_file, num_epochs=1, batch_size=10000), predict_keys=["pctcvr","pctr","pcvr","sample_id","uid","city","cid_id"]) # with open("/home/gmuser/esmm/nearby/pred.txt", "w") as fo: # for prob in preds: # fo.write("%f\t%f\t%f\n" % (prob['pctr'], prob['pcvr'], prob['pctcvr'])) # ctcvr = [] str_result = "" for prob in preds: # ctcvr.append((prob["sample_id"][0],prob['pctcvr'])) str_result = str_result + str(prob["sample_id"][0]) + ":"+ str(prob["uid"][0]) + ":" + str(prob["city"][0]) + ":" + str(prob["cid_id"][0]) + ":" + str(prob['pctcvr']) + ";" # str_result = list(prob.keys()) # return str_result return str_result[:-1] # indices = [] # for prob in preds: # indices.append([prob['pctr'], prob['pcvr'], prob['pctcvr']]) # return indices def trans(x): return str(x)[2:-1] if str(x)[0] == 'b' else x def set_join(lst): l = lst.unique().tolist() r = [str(i) for i in l] r =r[:500] return ','.join(r) if __name__ == "__main__": if sys.argv[1] == "native": print("infer native task") b = time.time() classpath = "/etc/hadoop/conf:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/httpcore-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/apacheds-i18n-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/slf4j-api-1.7.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jasper-compiler-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-client-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/mockito-all-1.8.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-beanutils-core-1.8.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-recipes-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/apacheds-kerberos-codec-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/logredactor-1.0.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/java-xmlbuilder-0.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-httpclient-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/hue-plugins-3.9.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/api-util-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-net-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-digester-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jets3t-0.9.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/httpclient-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/gson-2.2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/slf4j-log4j12.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-beanutils-1.9.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-math3-3.1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/azure-data-lake-store-sdk-2.2.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsch-0.1.42.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/api-asn1-api-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-configuration-1.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-framework-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/aws-java-sdk-bundle-1.11.134.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-azure-datalake-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-annotations-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format-sources.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-aws.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-aws-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-nfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-generator.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-annotations.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-column.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-azure-datalake.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-pig.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-auth-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-tools.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-pig-bundle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-protobuf.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-nfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format-javadoc.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-scrooge_2.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-jackson.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-cascading.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-hadoop-bundle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-test-hadoop2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-hadoop.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-thrift.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-scala_2.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-encoding.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-auth.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/./:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xml-apis-1.3.04.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-daemon-1.0.13.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xercesImpl-2.9.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-nfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-nfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/aopalliance-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/javax.inject-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jline-2.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/spark-1.6.0-cdh5.16.1-yarn-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-client-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-guice-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guice-servlet-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guice-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/spark-yarn-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-client-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-nodemanager.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-web-proxy.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-applicationhistoryservice.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-registry-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-unmanaged-am-launcher.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-unmanaged-am-launcher-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-client.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-applicationhistoryservice-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-api.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-registry.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-api-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-distributedshell-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-tests-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-resourcemanager-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-web-proxy-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-resourcemanager.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-distributedshell.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-nodemanager-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/aopalliance-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/javax.inject-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-guice-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/guice-servlet-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/guice-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//okhttp-2.4.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//httpcore-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//apacheds-i18n-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-plugins-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jasper-compiler-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-distcp-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-client-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-azure-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-examples.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-plugins.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-distcp.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//mockito-all-1.8.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-beanutils-core-1.8.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-shuffle-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-recipes-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archive-logs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//okio-1.4.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//apacheds-kerberos-codec-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-auth-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-app-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//java-xmlbuilder-0.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-examples-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-streaming-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-openstack.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-httpclient-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-core-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-sls-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//api-util-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-net-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archives.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-ant-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//metrics-core-3.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-rumen.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//microsoft-windowsazure-storage-sdk-0.6.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-nativetask-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-digester-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jets3t-0.9.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//httpclient-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-streaming.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archives-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-ant.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-sls.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-gridmix-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-azure.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//gson-2.2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-extras.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-beanutils-1.9.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-openstack-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-databind-2.2.3-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-math3-3.1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archive-logs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-datajoin.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-gridmix.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-core.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsch-0.1.42.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//api-asn1-api-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-configuration-1.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-framework-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-nativetask.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-app.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-auth.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-rumen-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-datajoin-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-core-2.2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-extras-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-annotations-2.2.3.jar" sparkConf = SparkConf().set("spark.hive.mapred.supports.subdirectories", "true") \ .set("spark.hadoop.mapreduce.input.fileinputformat.input.dir.recursive", "true") \ .set("spark.tispark.plan.allow_index_double_read", "false") \ .set("spark.tispark.plan.allow_index_read", "true") \ .set("spark.sql.extensions", "org.apache.spark.sql.TiExtensions") \ .set("spark.tispark.pd.addresses", "172.16.40.158:2379").set("spark.io.compression.codec", "lzf")\ .set("spark.driver.maxResultSize", "8g").set("spark.sql.avro.compression.codec","snappy")\ .setExecutorEnv("CLASSPATH",classpath) spark = SparkSession.builder.config(conf=sparkConf).enableHiveSupport().getOrCreate() spark.sparkContext.setLogLevel("WARN") path = "hdfs://172.16.32.4:8020/strategy/esmm/" # df = spark.read.format("tfrecords").load(path+"test_native/part-r-00000") # df.show() te_files = [] for i in range(0,10): te_files.append([path + "test_native/part-r-0000" + str(i)]) for i in range(10,100): te_files.append([path + "test_native/part-r-000" + str(i)]) # te_files = ["hdfs://172.16.32.4:8020/strategy/esmm/test_native/part-r-00000"] rdd_te_files = spark.sparkContext.parallelize(te_files) print("-" * 100) indices = rdd_te_files.repartition(100).map(lambda x: main(x)) # print(indices.take(1)) print("dist predict native") te_result_dataframe = spark.createDataFrame(indices.flatMap(lambda x: x.split(";")).map( lambda l: Row(sample_id=l.split(":")[0],uid=l.split(":")[1],city=l.split(":")[2],cid_id=l.split(":")[3],ctcvr=l.split(":")[4]))) # te_result_dataframe.show() te_result_dataframe.repartition(50).write.format("parquet").save(path=path+"native_result/",mode="overwrite") print("耗时(秒):") print((time.time()-b)) if sys.argv[1] == "nearby": print("infer nearby task") b = time.time() classpath = "/etc/hadoop/conf:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/httpcore-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/apacheds-i18n-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/slf4j-api-1.7.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jasper-compiler-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-client-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/mockito-all-1.8.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-beanutils-core-1.8.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-recipes-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/apacheds-kerberos-codec-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/logredactor-1.0.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/java-xmlbuilder-0.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-httpclient-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/hue-plugins-3.9.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/api-util-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-net-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-digester-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jets3t-0.9.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/httpclient-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/gson-2.2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/slf4j-log4j12.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-beanutils-1.9.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-math3-3.1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/azure-data-lake-store-sdk-2.2.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jsch-0.1.42.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/api-asn1-api-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-configuration-1.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/curator-framework-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/aws-java-sdk-bundle-1.11.134.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/lib/htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-azure-datalake-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-annotations-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format-sources.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-aws.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-aws-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-nfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-generator.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-annotations.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-column.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-azure-datalake.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-pig.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-auth-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-tools.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-pig-bundle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-protobuf.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-nfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format-javadoc.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-scrooge_2.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-jackson.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-cascading.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-hadoop-bundle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-test-hadoop2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-hadoop.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-thrift.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-format.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-scala_2.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-encoding.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//hadoop-auth.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop/.//parquet-avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/./:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xml-apis-1.3.04.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-daemon-1.0.13.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/xercesImpl-2.9.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/lib/htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-nfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-nfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-hdfs/.//hadoop-hdfs-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/aopalliance-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/javax.inject-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jline-2.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/spark-1.6.0-cdh5.16.1-yarn-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-client-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-guice-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guice-servlet-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/guice-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/spark-yarn-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/lib/jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-client-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-nodemanager.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-web-proxy.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-applicationhistoryservice.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-registry-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-unmanaged-am-launcher.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-unmanaged-am-launcher-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-client.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-applicationhistoryservice-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-api.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-registry.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-api-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-distributedshell-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-tests-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-resourcemanager-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-web-proxy-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-resourcemanager.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-applications-distributedshell.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-yarn/.//hadoop-yarn-server-nodemanager-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/aopalliance-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/javax.inject-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-guice-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/netty-3.10.5.Final.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/leveldbjni-all-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/guice-servlet-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/guice-3.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/lib/hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//okhttp-2.4.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//xz-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//httpcore-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//apacheds-i18n-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-plugins-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jasper-compiler-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//avro.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-distcp-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jetty-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-client-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//protobuf-java-2.5.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-jaxrs-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-azure-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//xmlenc-0.52.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-examples.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-plugins.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-lang-2.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-distcp.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//mockito-all-1.8.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-beanutils-core-1.8.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-shuffle-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-recipes-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archive-logs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//okio-1.4.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//apacheds-kerberos-codec-2.0.0-M15.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-auth-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-app-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//java-xmlbuilder-0.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jaxb-api-2.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-examples-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-streaming-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-openstack.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-el-1.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//paranamer-2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-json-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-server-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-httpclient-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-common-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-core-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-core-asl-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-sls-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-hs-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsp-api-2.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsr305-3.0.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//api-util-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//guava-11.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-net-3.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-codec-1.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//activation-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archives.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-ant-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//metrics-core-3.0.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-rumen.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//microsoft-windowsazure-storage-sdk-0.6.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//zookeeper.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jetty-util-6.1.26.cloudera.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-nearbytask-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-digester-1.8.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jets3t-0.9.0.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//httpclient-4.2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-streaming.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jersey-core-1.9.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//servlet-api-2.5.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archives-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-ant.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-sls.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-gridmix-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//stax-api-1.0-2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-tests.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//junit-4.11.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-azure.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//gson-2.2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-logging-1.1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-cli-1.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-extras.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//asm-3.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jasper-runtime-5.5.23.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-beanutils-1.9.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-openstack-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-databind-2.2.3-cloudera.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jettison-1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-math3-3.1.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-archive-logs.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-datajoin.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-collections-3.2.2.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-shuffle.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-gridmix.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-core.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-xc-1.8.10.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-common.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jsch-0.1.42.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//log4j-1.2.17.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//api-asn1-api-1.0.0-M20.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-configuration-1.6.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//curator-framework-2.7.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-compress-1.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//snappy-java-1.0.4.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-nearbytask.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-mapreduce-client-app.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-auth.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-rumen-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//commons-io-2.4.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-datajoin-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-core-2.2.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hamcrest-core-1.3.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//hadoop-extras-2.6.0-cdh5.16.1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jaxb-impl-2.2.3-1.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//htrace-core4-4.0.1-incubating.jar:/opt/cloudera/parcels/CDH-5.16.1-1.cdh5.16.1.p0.3/lib/hadoop/libexec/../../hadoop-mapreduce/.//jackson-annotations-2.2.3.jar" sparkConf = SparkConf().set("spark.hive.mapred.supports.subdirectories", "true") \ .set("spark.hadoop.mapreduce.input.fileinputformat.input.dir.recursive", "true") \ .set("spark.tispark.plan.allow_index_double_read", "false") \ .set("spark.tispark.plan.allow_index_read", "true") \ .set("spark.sql.extensions", "org.apache.spark.sql.TiExtensions") \ .set("spark.tispark.pd.addresses", "172.16.40.158:2379").set("spark.io.compression.codec", "lzf")\ .set("spark.driver.maxResultSize", "8g").set("spark.sql.avro.compression.codec","snappy")\ .setExecutorEnv("CLASSPATH",classpath) spark = SparkSession.builder.config(conf=sparkConf).enableHiveSupport().getOrCreate() spark.sparkContext.setLogLevel("WARN") path = "hdfs://172.16.32.4:8020/strategy/esmm/" # df = spark.read.format("tfrecords").load(path+"test_nearby/part-r-00000") # df.show() # #nearby data te_files = [] for i in range(0,10): te_files.append([path + "test_nearby/part-r-0000" + str(i)]) for i in range(10,100): te_files.append([path + "test_nearby/part-r-000" + str(i)]) # te_files = ["hdfs://172.16.32.4:8020/strategy/esmm/test_nearby/part-r-00000"] rdd_te_files = spark.sparkContext.parallelize(te_files) print("-"*100) indices = rdd_te_files.repartition(100).map(lambda x: main(x)) # print(indices.take(1)) print("dist predict nearby") te_result_dataframe = spark.createDataFrame(indices.flatMap(lambda x: x.split(";")).map( lambda l: Row(sample_id=l.split(":")[0],uid=l.split(":")[1],city=l.split(":")[2],cid_id=l.split(":")[3],ctcvr=l.split(":")[4]))) # print("nearby rdd data") # te_result_dataframe.show() nearby_data = te_result_dataframe.toPandas() print("nearby pd data") nearby_data["cid_id1"] = nearby_data["cid_id"].apply(trans) nearby_data["city1"] = nearby_data["city"].apply(trans) nearby_data["uid1"] = nearby_data["uid"].apply(trans) print(nearby_data.head()) df3 = nearby_data.groupby(by=["uid1", "city1"]).apply(lambda x: x.sort_values(by="ctcvr", ascending=False)) \ .reset_index(drop=True).groupby(by=["uid1", "city1"]).agg({'cid_id1': set_join}).reset_index(drop=False) df3.columns = ["device_id", "city_id", "native_queue"] print("nearby_device_count", df3.shape) # print(nearby_data.head()) # print(nearby_data.dtypes) # print("elem type") # print(nearby_data["cid_id"][0]) # print(type(nearby_data["cid_id"][0])) #native data native_data = spark.read.parquet(path+"native_result/") # print("native rdd data") # native_data.show() native_data_pd = native_data.toPandas() print("native pd data") # print(native_data_pd.head()) native_data_pd["cid_id1"] = native_data_pd["cid_id"].apply(trans) native_data_pd["city1"] = native_data_pd["city"].apply(trans) native_data_pd["uid1"] = native_data_pd["uid"].apply(trans) print(native_data_pd.head()) df4 = native_data_pd.groupby(by=["uid1", "city1"]).apply(lambda x: x.sort_values(by="ctcvr", ascending=False)) \ .reset_index(drop=True).groupby(by=["uid1", "city1"]).agg({'cid_id1': set_join}).reset_index(drop=False) df4.columns = ["device_id", "city_id", "nearby_queue"] print("native_device_count", df4.shape) # print(native_data_pd.dtypes) # union df_all = pd.merge(df3, df4, on=['device_id', 'city_id'], how='outer').fillna("") df_all['device_id'] = df_all['device_id'].astype(str) df_all['city_id'] = df_all['city_id'].astype(str) df_all["time"] = str(datetime.datetime.now().strftime('%Y%m%d%H%M')) print("union_device_count", df_all.shape) host = '172.16.40.158' port = 4000 user = 'root' password = '3SYz54LS9#^9sBvC' db = 'jerry_test' charset = 'utf8' #delete table df_merge = df_all['device_id'] + df_all['city_id'] to_delete = list(df_merge.values) total = len(to_delete) df_merge_str = [str(to_delete[:int(total / 5)]).strip('[]')] for i in range(2, 6): start = int(total * (i - 1) / 5) end = int(total * i / 5) tmp = str(to_delete[start:end]).strip('[]') df_merge_str.append(tmp) try: for i in df_merge_str: delete_str = 'delete from esmm_device_diary_queue where concat(device_id,city_id) in ({0})'.format(i) con = pymysql.connect(host='172.16.40.158', port=4000, user='root', passwd='3SYz54LS9#^9sBvC', db='jerry_test') cur = con.cursor() cur.execute(delete_str) con.commit() print("delete done") con.close() engine = create_engine(str(r"mysql+pymysql://%s:" + '%s' + "@%s:%s/%s") % (user, password, host, port, db)) df_all.to_sql('esmm_device_diary_queue', con=engine, if_exists='append', index=False, chunksize=8000) print("insert done") except Exception as e: print(e) print("耗时(min):") print((time.time()-b)/60)