change test file

eda/esmm/Model_pipline/feature_engineering.py

@@ -188,8 +188,7 @@ def feature_engineer():
     df = df.drop_duplicates(["ucity_id", "level2_ids", "ccity_name", "device_type", "manufacturer",
                              "channel", "top", "time", "stat_date", "app_list", "hospital_id", "level3_ids",
                              "tag1", "tag2", "tag3", "tag4", "tag5", "tag6", "tag7"])
-    print("样本总量：")
-    print(df.count())
+
     df = df.na.fill(dict(zip(features, features)))
 
     rdd = df.select("stat_date", "y", "z", "app_list", "level2_ids", "level3_ids",
@@ -221,6 +220,9 @@ def feature_engineer():
     print("train tfrecord done")
     print((h - f) / 60)
 
+    print("样本总量：")
+    print(rdd.count())
+
     test = rdd.filter(lambda x: x[0] == validate_date).map(
         lambda x: (x[1], x[2], x[3], x[4], x[5], x[6], x[7], x[8], x[9],
                    x[10], x[11], x[12], x[13]))

eda/esmm/Model_pipline/submit.sh

@@ -3,7 +3,7 @@ git checkout master
 PYTHON_PATH=/srv/envs/esmm/bin/python
 MODEL_PATH=/srv/apps/ffm-baseline_git/eda/esmm/Model_pipline
 LOCAL_PATH=/home/gmuser/esmm
-HDFS_PATH=hdfs://172.16.32.4:8020/strategy/esmm
+HDFS_PATH=/strategy/esmm
 export CLASSPATH="/opt/hadoop/etc/hadoop:/opt/hadoop/share/hadoop/common/lib/api-asn1-api-1.0.0-M20.jar:/opt/hadoop/share/hadoop/common/lib/hadoop-annotations-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/common/lib/activation-1.1.jar:/opt/hadoop/share/hadoop/common/lib/commons-codec-1.4.jar:/opt/hadoop/share/hadoop/common/lib/jasper-runtime-5.5.23.jar:/opt/hadoop/share/hadoop/common/lib/jsch-0.1.42.jar:/opt/hadoop/share/hadoop/common/lib/hadoop-auth-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/common/lib/jsp-api-2.1.jar:/opt/hadoop/share/hadoop/common/lib/asm-3.2.jar:/opt/hadoop/share/hadoop/common/lib/commons-lang-2.6.jar:/opt/hadoop/share/hadoop/common/lib/commons-beanutils-1.9.2.jar:/opt/hadoop/share/hadoop/common/lib/zookeeper-3.4.5-cdh5.16.1.jar:/opt/hadoop/share/hadoop/common/lib/api-util-1.0.0-M20.jar:/opt/hadoop/share/hadoop/common/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/common/lib/snappy-java-1.0.4.1.jar:/opt/hadoop/share/hadoop/common/lib/guava-11.0.2.jar:/opt/hadoop/share/hadoop/common/lib/apacheds-kerberos-codec-2.0.0-M15.jar:/opt/hadoop/share/hadoop/common/lib/commons-cli-1.2.jar:/opt/hadoop/share/hadoop/common/lib/servlet-api-2.5.jar:/opt/hadoop/share/hadoop/common/lib/commons-collections-3.2.2.jar:/opt/hadoop/share/hadoop/common/lib/jersey-server-1.9.jar:/opt/hadoop/share/hadoop/common/lib/commons-digester-1.8.jar:/opt/hadoop/share/hadoop/common/lib/jasper-compiler-5.5.23.jar:/opt/hadoop/share/hadoop/common/lib/java-xmlbuilder-0.4.jar:/opt/hadoop/share/hadoop/common/lib/curator-client-2.7.1.jar:/opt/hadoop/share/hadoop/common/lib/commons-logging-1.1.3.jar:/opt/hadoop/share/hadoop/common/lib/jackson-jaxrs-1.8.10.jar:/opt/hadoop/share/hadoop/common/lib/jaxb-impl-2.2.3-1.jar:/opt/hadoop/share/hadoop/common/lib/slf4j-log4j12-1.7.5.jar:/opt/hadoop/share/hadoop/common/lib/gson-2.2.4.jar:/opt/hadoop/share/hadoop/common/lib/commons-configuration-1.6.jar:/opt/hadoop/share/hadoop/common/lib/commons-httpclient-3.1.jar:/opt/hadoop/share/hadoop/common/lib/hamcrest-core-1.3.jar:/opt/hadoop/share/hadoop/common/lib/httpclient-4.2.5.jar:/opt/hadoop/share/hadoop/common/lib/jets3t-0.9.0.jar:/opt/hadoop/share/hadoop/common/lib/xmlenc-0.52.jar:/opt/hadoop/share/hadoop/common/lib/logredactor-1.0.3.jar:/opt/hadoop/share/hadoop/common/lib/slf4j-api-1.7.5.jar:/opt/hadoop/share/hadoop/common/lib/htrace-core4-4.0.1-incubating.jar:/opt/hadoop/share/hadoop/common/lib/curator-recipes-2.7.1.jar:/opt/hadoop/share/hadoop/common/lib/apacheds-i18n-2.0.0-M15.jar:/opt/hadoop/share/hadoop/common/lib/jsr305-3.0.0.jar:/opt/hadoop/share/hadoop/common/lib/log4j-1.2.17.jar:/opt/hadoop/share/hadoop/common/lib/xz-1.0.jar:/opt/hadoop/share/hadoop/common/lib/junit-4.11.jar:/opt/hadoop/share/hadoop/common/lib/jaxb-api-2.2.2.jar:/opt/hadoop/share/hadoop/common/lib/commons-beanutils-core-1.8.0.jar:/opt/hadoop/share/hadoop/common/lib/commons-compress-1.4.1.jar:/opt/hadoop/share/hadoop/common/lib/commons-net-3.1.jar:/opt/hadoop/share/hadoop/common/lib/jersey-json-1.9.jar:/opt/hadoop/share/hadoop/common/lib/stax-api-1.0-2.jar:/opt/hadoop/share/hadoop/common/lib/commons-el-1.0.jar:/opt/hadoop/share/hadoop/common/lib/mockito-all-1.8.5.jar:/opt/hadoop/share/hadoop/common/lib/jetty-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/common/lib/jettison-1.1.jar:/opt/hadoop/share/hadoop/common/lib/protobuf-java-2.5.0.jar:/opt/hadoop/share/hadoop/common/lib/avro-1.7.6-cdh5.16.1.jar:/opt/hadoop/share/hadoop/common/lib/httpcore-4.2.5.jar:/opt/hadoop/share/hadoop/common/lib/commons-io-2.4.jar:/opt/hadoop/share/hadoop/common/lib/netty-3.10.5.Final.jar:/opt/hadoop/share/hadoop/common/lib/paranamer-2.3.jar:/opt/hadoop/share/hadoop/common/lib/curator-framework-2.7.1.jar:/opt/hadoop/share/hadoop/common/lib/jackson-xc-1.8.10.jar:/opt/hadoop/share/hadoop/common/lib/commons-math3-3.1.1.jar:/opt/hadoop/share/hadoop/common/lib/jersey-core-1.9.jar:/opt/hadoop/share/hadoop/common/hadoop-common-2.6.0-cdh5.16.1-tests.jar:/opt/hadoop/share/hadoop/common/hadoop-nfs-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/common/hadoop-common-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/hdfs:/opt/hadoop/share/hadoop/hdfs/lib/commons-codec-1.4.jar:/opt/hadoop/share/hadoop/hdfs/lib/jasper-runtime-5.5.23.jar:/opt/hadoop/share/hadoop/hdfs/lib/jsp-api-2.1.jar:/opt/hadoop/share/hadoop/hdfs/lib/asm-3.2.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-lang-2.6.jar:/opt/hadoop/share/hadoop/hdfs/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/hdfs/lib/guava-11.0.2.jar:/opt/hadoop/share/hadoop/hdfs/lib/xml-apis-1.3.04.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-cli-1.2.jar:/opt/hadoop/share/hadoop/hdfs/lib/servlet-api-2.5.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-daemon-1.0.13.jar:/opt/hadoop/share/hadoop/hdfs/lib/jersey-server-1.9.jar:/opt/hadoop/share/hadoop/hdfs/lib/jackson-core-asl-1.8.10.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-logging-1.1.3.jar:/opt/hadoop/share/hadoop/hdfs/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/hadoop/share/hadoop/hdfs/lib/xmlenc-0.52.jar:/opt/hadoop/share/hadoop/hdfs/lib/htrace-core4-4.0.1-incubating.jar:/opt/hadoop/share/hadoop/hdfs/lib/jsr305-3.0.0.jar:/opt/hadoop/share/hadoop/hdfs/lib/log4j-1.2.17.jar:/opt/hadoop/share/hadoop/hdfs/lib/xercesImpl-2.9.1.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-el-1.0.jar:/opt/hadoop/share/hadoop/hdfs/lib/jetty-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/hdfs/lib/protobuf-java-2.5.0.jar:/opt/hadoop/share/hadoop/hdfs/lib/commons-io-2.4.jar:/opt/hadoop/share/hadoop/hdfs/lib/leveldbjni-all-1.8.jar:/opt/hadoop/share/hadoop/hdfs/lib/netty-3.10.5.Final.jar:/opt/hadoop/share/hadoop/hdfs/lib/jersey-core-1.9.jar:/opt/hadoop/share/hadoop/hdfs/hadoop-hdfs-nfs-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/hdfs/hadoop-hdfs-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/hdfs/hadoop-hdfs-2.6.0-cdh5.16.1-tests.jar:/opt/hadoop/share/hadoop/yarn/lib/activation-1.1.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-codec-1.4.jar:/opt/hadoop/share/hadoop/yarn/lib/aopalliance-1.0.jar:/opt/hadoop/share/hadoop/yarn/lib/asm-3.2.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-lang-2.6.jar:/opt/hadoop/share/hadoop/yarn/lib/zookeeper-3.4.5-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/lib/guice-3.0.jar:/opt/hadoop/share/hadoop/yarn/lib/jetty-util-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/yarn/lib/guava-11.0.2.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-cli-1.2.jar:/opt/hadoop/share/hadoop/yarn/lib/servlet-api-2.5.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-collections-3.2.2.jar:/opt/hadoop/share/hadoop/yarn/lib/jersey-server-1.9.jar:/opt/hadoop/share/hadoop/yarn/lib/jackson-core-asl-1.8.10.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-logging-1.1.3.jar:/opt/hadoop/share/hadoop/yarn/lib/jackson-jaxrs-1.8.10.jar:/opt/hadoop/share/hadoop/yarn/lib/jaxb-impl-2.2.3-1.jar:/opt/hadoop/share/hadoop/yarn/lib/jline-2.11.jar:/opt/hadoop/share/hadoop/yarn/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/hadoop/share/hadoop/yarn/lib/jersey-guice-1.9.jar:/opt/hadoop/share/hadoop/yarn/lib/jsr305-3.0.0.jar:/opt/hadoop/share/hadoop/yarn/lib/log4j-1.2.17.jar:/opt/hadoop/share/hadoop/yarn/lib/xz-1.0.jar:/opt/hadoop/share/hadoop/yarn/lib/javax.inject-1.jar:/opt/hadoop/share/hadoop/yarn/lib/jaxb-api-2.2.2.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-compress-1.4.1.jar:/opt/hadoop/share/hadoop/yarn/lib/jersey-json-1.9.jar:/opt/hadoop/share/hadoop/yarn/lib/stax-api-1.0-2.jar:/opt/hadoop/share/hadoop/yarn/lib/jetty-6.1.26.cloudera.4.jar:/opt/hadoop/share/hadoop/yarn/lib/jettison-1.1.jar:/opt/hadoop/share/hadoop/yarn/lib/protobuf-java-2.5.0.jar:/opt/hadoop/share/hadoop/yarn/lib/guice-servlet-3.0.jar:/opt/hadoop/share/hadoop/yarn/lib/commons-io-2.4.jar:/opt/hadoop/share/hadoop/yarn/lib/leveldbjni-all-1.8.jar:/opt/hadoop/share/hadoop/yarn/lib/jersey-client-1.9.jar:/opt/hadoop/share/hadoop/yarn/lib/jackson-xc-1.8.10.jar:/opt/hadoop/share/hadoop/yarn/lib/jersey-core-1.9.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-client-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-web-proxy-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-common-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-tests-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-nodemanager-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-api-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-registry-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-applicationhistoryservice-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-common-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-applications-distributedshell-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-server-resourcemanager-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/yarn/hadoop-yarn-applications-unmanaged-am-launcher-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/hadoop-annotations-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/aopalliance-1.0.jar:/opt/hadoop/share/hadoop/mapreduce/lib/asm-3.2.jar:/opt/hadoop/share/hadoop/mapreduce/lib/guice-3.0.jar:/opt/hadoop/share/hadoop/mapreduce/lib/snappy-java-1.0.4.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/jersey-server-1.9.jar:/opt/hadoop/share/hadoop/mapreduce/lib/jackson-core-asl-1.8.10.jar:/opt/hadoop/share/hadoop/mapreduce/lib/jackson-mapper-asl-1.8.10-cloudera.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/hamcrest-core-1.3.jar:/opt/hadoop/share/hadoop/mapreduce/lib/jersey-guice-1.9.jar:/opt/hadoop/share/hadoop/mapreduce/lib/log4j-1.2.17.jar:/opt/hadoop/share/hadoop/mapreduce/lib/xz-1.0.jar:/opt/hadoop/share/hadoop/mapreduce/lib/junit-4.11.jar:/opt/hadoop/share/hadoop/mapreduce/lib/javax.inject-1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/commons-compress-1.4.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/protobuf-java-2.5.0.jar:/opt/hadoop/share/hadoop/mapreduce/lib/avro-1.7.6-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/lib/guice-servlet-3.0.jar:/opt/hadoop/share/hadoop/mapreduce/lib/commons-io-2.4.jar:/opt/hadoop/share/hadoop/mapreduce/lib/leveldbjni-all-1.8.jar:/opt/hadoop/share/hadoop/mapreduce/lib/netty-3.10.5.Final.jar:/opt/hadoop/share/hadoop/mapreduce/lib/paranamer-2.3.jar:/opt/hadoop/share/hadoop/mapreduce/lib/jersey-core-1.9.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-plugins-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-app-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-examples-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-shuffle-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-common-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-nativetask-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1-tests.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-core-2.6.0-cdh5.16.1.jar:/opt/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.6.0-cdh5.16.1.jar"
 echo $CLASSPATH
 export LD_LIBRARY_PATH="/usr/lib/jvm/java-8-openjdk-amd64/jre/lib/amd64/server:/opt/hadoop/lib/native"

eda/esmm/Model_pipline/train.py

@@ -300,9 +300,10 @@ def main(_):
     FLAGS.model_dir = FLAGS.model_dir + FLAGS.dt_dir
     #FLAGS.data_dir  = FLAGS.data_dir + FLAGS.dt_dir
 
-    tr_files = get_filename("tr")
-    va_files = get_filename("va")
-    te_files = ["%s/part-r-00000" % FLAGS.hdfs_dir]
+    tr_files = get_filename("/strategy/esmm/tr")
+    va_files = get_filename("/strategy/esmm/va")
+    te_files = get_filename(FLAGS.hdfs_dir)
+    # te_files = ["%s/part-r-00000" % FLAGS.hdfs_dir]
 
     if FLAGS.clear_existing_model:
         try:
@@ -367,8 +368,6 @@ if __name__ == "__main__":
 
     # a = "export CLASSPATH='$(hadoop classpath --glob)'"
     # os.system(a)
-    # print("环境")
-    # print(os.popen('hadoop classpath --glob').read())
     # os.system('export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/hadoop/lib/native"')
     path = "hdfs://172.16.32.4:8020/strategy/esmm/"
     tf.logging.set_verbosity(tf.logging.INFO)