#!/bin/env python # -*- coding: utf-8 -*- # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. ############################################################################ # # @file test_sys_pull_load.py # @date 2015/05/13 15:26:21 # @brief This file is a test file for palo data loading and verifying. # ############################################################################# """ 复合分区,导入操作测试 """ import pytest from data import pull_load_apache as DATA from data import special as SPECIAL_DATA from data import partition as PARTITION_DATA from lib import palo_config from lib import palo_client from lib import util LOG = palo_client.LOG L = palo_client.L config = palo_config.config broker_info = palo_config.broker_info def setup_module(): """ setUp """ global client client = palo_client.get_client(config.fe_host, config.fe_query_port, user=config.fe_user, password=config.fe_password, http_port=config.fe_http_port) def test_all_types(): """ { "title": "test_sys_pull_load_hdfs.test_all_types", "describe": "所有所有类型的随机生成数据的正确性测试,largeint类型测试,largeint是一种比较特殊的类型,4种聚合方式测试,所有支持类型的sum、replace、max、min聚合方式测试,key、value测试,支持的类型做key列和所有类型做value列的情况测试", "tag": "function,p1" } """ """ 所有所有类型的随机生成数据的正确性测试 largeint类型测试:largeint是一种比较特殊的类型 4种聚合方式测试:所有支持类型的sum、replace、max、min聚合方式测试 key、value测试:支持的类型做key列和所有类型做value列的情况测试 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_1, table_name) client.clean(database_name) def test_all_noexsit(): """ { "title": "test_sys_pull_load_hdfs.test_all_noexsit", "describe": "测试当指定不存在的文件时,导入失败", "tag": "function,p1,fuzz" } """ """ 测试当指定不存在的文件时,导入失败 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_noexsit, table_name) assert not client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) client.clean(database_name) def test_all_types_gz(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_gz", "describe": "所有类型的随机生成数据的正确性测试,导入文件格式为gz", "tag": "function,p1" } """ """ 所有类型的随机生成数据的正确性测试,导入文件格式为gz """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_gz, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_1, table_name) client.clean(database_name) def test_all_types_bz2(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_bz2", "describe": "所有类型的随机生成数据的正确性测试,导入文件格式为bz2", "tag": "function,p1" } """ """ 所有类型的随机生成数据的正确性测试,导入文件格式为bz2 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_bz2, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_1, table_name) client.clean(database_name) def test_all_types_lzo(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_lzo", "describe": "所有类型的随机生成数据的正确性测试,导入文件格式为lzo", "tag": "function,p1" } """ """ 所有类型的随机生成数据的正确性测试,导入文件格式为lzo """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_lzo, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_1, table_name) client.clean(database_name) def test_all_types_lz4(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_lz4", "describe": "所有类型的随机生成数据的正确性测试,导入文件格式为lz4", "tag": "function,p1" } """ """ 所有类型的随机生成数据的正确性测试,导入文件格式为lz4 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_lz4, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_1, table_name) client.clean(database_name) def test_all_types_parquet(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_parquet", "describe": "test parquet file load", "tag": "function,p1" } """ """ test parquet file loading """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_parquet, table_name, format_as='parquet') assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_6, table_name) client.clean(database_name) def test_all_types_parquet_multi(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_parquet_multi", "describe": "test parquet multi load", "tag": "function,p1" } """ """test parquet multi load""" database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_parquet, table_name, format_as='parquet') assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_6 * 2, table_name) client.clean(database_name) def test_all_types_parquet_format(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_parquet_format", "describe": "test parquet file loading", "tag": "function,p1,fuzz" } """ """ test parquet file loading """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) # error format data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_parquet, table_name, format_as='parqut') try: client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert 0 == 1 except Exception as e: print(str(e)) # default .parquet data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_parquet, table_name) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_6, table_name) client.clean(database_name) def test_all_types_parquet_null(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_parquet_null", "describe": "test parquet file load", "tag": "function,p1" } """ """ test parquet file loading """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_parquet_null, table_name, format_as='parquet') assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_7, table_name) client.clean(database_name) def test_all_types_orc(): """ { "title": "test_all_types_orc", "describe": "test orc file load", "tag": "function,p1" } """ """ test orc file loading """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_1_orc, table_name, format_as='orc') assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_6, table_name) client.clean(database_name) def test_all_types_orc_null(): """ { "title": "test_sys_pull_load_hdfs.test_all_types_orc_null", "describe": "test orc file load null", "tag": "function,p1" } """ """ test orc file load null """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info, set_null=True) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_orc_null, table_name, format_as='orc') assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_7, table_name) client.clean(database_name) def test_all_column_list_duo(): """ { "title": "test_sys_pull_load_hdfs.test_all_column_list_duo", "describe": "所有类型的随机生成数据的正确性测试,导入指定列名", "tag": "function,p1" } """ """ 所有类型的随机生成数据的正确性测试,导入指定列名 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) column_name_list = ['tinyint_key', 'smallint_key', 'int_key', 'bigint_key', 'largeint_key', 'char_key', 'varchar_key', 'decimal_key', 'date_key', 'datetime_key', 'tinyint_value_max', 'smallint_value_min', 'int_value_sum', 'bigint_value_sum', 'largeint_value_sum', 'largeint_value_replace', 'char_value_replace', 'varchar_value_replace', 'duo', 'decimal_value_replace', 'date_value_replace', 'datetime_value_replace', 'float_value_sum', 'double_value_sum'] data_desc_list_1 = palo_client.LoadDataInfo(DATA.data_3, table_name, column_name_list=column_name_list) assert client.batch_load(util.get_label(), data_desc_list_1, is_wait=True, broker=broker_info) assert client.verify(DATA.verify_3, table_name) client.clean(database_name) def test_more_files(): """ { "title": "test_sys_pull_load_hdfs.test_more_files", "describe": "多数据文件导入一张表测试,多数据文件导入多张表测试,分隔符测试:测试分隔符为x01的情况,column list与数据文件比较少列、表设置默认值的情况测试", "tag": "function,p1" } """ """ 多数据文件导入一张表测试 多数据文件导入多张表测试 分隔符测试:测试分隔符为\x01的情况 column list与数据文件比较少列、表设置默认值的情况测试 """ database_name, table_name, index_name = util.gen_num_format_name_list() table_name_a = table_name + '_a' table_name_b = table_name + '_b' LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name_a, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_a) for partition_name in partition_name_list: assert client.get_partition(table_name_a, partition_name) client.create_table(table_name_b, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_b) column_name_list = ['tinyint_key', 'smallint_key', 'int_key', 'bigint_key', 'largeint_key', 'char_key', 'varchar_key', 'decimal_key', 'date_key', 'datetime_key', 'tinyint_value_max', 'smallint_value_min', 'int_value_sum', 'largeint_value_sum', 'float_value_sum', 'double_value_sum'] data_desc_list_1 = palo_client.LoadDataInfo([DATA.data_4, DATA.data_5], table_name_a, column_name_list=column_name_list) data_desc_list_2 = palo_client.LoadDataInfo([DATA.data_6, DATA.data_7], table_name_b, column_name_list=column_name_list, column_terminator='\x01') assert client.batch_load(util.get_label(), [data_desc_list_1, data_desc_list_2], is_wait=True, broker=broker_info) assert client.verify(DATA.verify_4, table_name_a) vf_a = palo_client.VerifyFile(DATA.verify_5[0], '\x01') vf_b = palo_client.VerifyFile(DATA.verify_5[1], '\x01') assert client.verify([vf_a, vf_b], table_name_b) client.clean(database_name) def test_automic(): """ { "title": "test_sys_pull_load_hdfs.test_automic", "describe": "原子导入", "tag": "function,p1,fuzz" } """ """ 原子导入 """ database_name, table_name, index_name = util.gen_num_format_name_list() table_name_a = table_name + '_a' table_name_b = table_name + '_b' LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name_a, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_a) for partition_name in partition_name_list: assert client.get_partition(table_name_a, partition_name) client.create_table(table_name_b, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_b) column_name_list = ['tinyint_key', 'smallint_key', 'int_key', 'bigint_key', 'largeint_key', 'char_key', 'varchar_key', 'decimal_key', 'date_key', 'datetime_key', 'tinyint_value_max', 'smallint_value_min', 'int_value_sum', 'largeint_value_sum', 'float_value_sum', 'double_value_sum'] data_desc_list_1 = palo_client.LoadDataInfo([DATA.data_4, DATA.data_5], table_name_a, column_name_list=column_name_list) data_desc_list_2 = palo_client.LoadDataInfo([DATA.data_6, DATA.data_1], table_name_b, column_name_list=column_name_list, column_terminator='\x01') assert not client.batch_load(util.get_label(), [data_desc_list_1, data_desc_list_2], is_wait=True, broker=broker_info) client.clean(database_name) def test_dir(): """ { "title": "test_sys_pull_load_hdfs.test_dir", "describe": "测试导入指定目录,与通配符一起使用,多数据文件导入一张表测试,多数据文件导入多张表测试,分隔符测试:测试分隔符为x01的情况,column list与数据文件比较少列、表设置默认值的情况测试", "tag": "function,p1" } """ """ 测试导入指定目录,与通配符一起使用 多数据文件导入一张表测试 多数据文件导入多张表测试 分隔符测试:测试分隔符为\x01的情况 column list与数据文件比较少列、表设置默认值的情况测试 """ database_name, table_name, index_name = util.gen_num_format_name_list() table_name_a = table_name + '_a' table_name_b = table_name + '_b' LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name_a, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_a) for partition_name in partition_name_list: assert client.get_partition(table_name_a, partition_name) client.create_table(table_name_b, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_b) column_name_list = ['tinyint_key', 'smallint_key', 'int_key', 'bigint_key', 'largeint_key', 'char_key', 'varchar_key', 'decimal_key', 'date_key', 'datetime_key', 'tinyint_value_max', 'smallint_value_min', 'int_value_sum', 'largeint_value_sum', 'float_value_sum', 'double_value_sum'] data_desc_list_1 = palo_client.LoadDataInfo( DATA.data_8, table_name_a, column_name_list=column_name_list) data_desc_list_2 = palo_client.LoadDataInfo( DATA.data_9, table_name_b, column_name_list=column_name_list, column_terminator='\x01') assert client.batch_load( util.get_label(), [data_desc_list_1, data_desc_list_2], is_wait=True, broker=broker_info) # assert client.batch_load(util.get_label(), [data_desc_list_1], is_wait=True, broker=broker_info) assert client.verify(DATA.verify_4, table_name_a) vf_a = palo_client.VerifyFile(DATA.verify_5[0], '\x01') vf_b = palo_client.VerifyFile(DATA.verify_5[1], '\x01') assert client.verify([vf_a, vf_b], table_name_b) client.clean(database_name) # 接下来的几个case是:特殊值、边界值测试:各种int类型的最大最小值、varchar的空串、最大长度串的测试 def test_special_int_valid_hash_column(): """ { "title": "test_sys_pull_load_hdfs.test_special_int_valid_hash_column", "describe": "功能点:int类型特殊值, hash分区, column存储", "tag": "function,p1,fuzz" } """ """ 功能点:int类型特殊值, hash分区, column存储 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.clean(database_name) client.create_database(database_name) client.create_table(table_name, SPECIAL_DATA.schema_1, keys_desc='AGGREGATE KEY (tinyint_key, smallint_key)') assert client.show_tables(table_name) assert client.get_index(table_name) data_desc_list = palo_client.LoadDataInfo(SPECIAL_DATA.file_path_1, table_name) ret = client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert ret ret = client.verify(SPECIAL_DATA.expected_data_file_list_1, table_name) assert ret client.clean(database_name) def test_special_decimal_valid_hash_column(): """ { "title": "test_sys_pull_load_hdfs.test_special_decimal_valid_hash_column", "describe": "功能点:decimal类型特殊值, hash分区, column存储", "tag": "function,p1,fuzz" } """ """ 功能点:decimal类型特殊值, hash分区, column存储 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.clean(database_name) client.create_database(database_name) client.create_table(table_name, SPECIAL_DATA.schema_2, keys_desc='AGGREGATE KEY (tinyint_key)') assert client.show_tables(table_name) assert client.get_index(table_name) data_desc_list = palo_client.LoadDataInfo(SPECIAL_DATA.file_path_2, table_name) ret = client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert ret ret = client.verify(SPECIAL_DATA.expected_data_file_list_2, table_name) assert ret client.clean(database_name) def test_special_max_decimal_valid_hash_column(): """ { "title": "test_sys_pull_load_hdfs.test_special_max_decimal_valid_hash_column", "describe": "功能点:decimal类型特殊值, 最大值, hash分区, column存储", "tag": "function,p1,fuzz" } """ """ 功能点:decimal类型特殊值, 最大值, hash分区, column存储 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.clean(database_name) client.create_database(database_name) client.create_table(table_name, SPECIAL_DATA.schema_3, keys_desc='AGGREGATE KEY (tinyint_key)') assert client.show_tables(table_name) assert client.get_index(table_name) data_desc_list = palo_client.LoadDataInfo(SPECIAL_DATA.file_path_3, table_name) ret = client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert ret ret = client.verify(SPECIAL_DATA.expected_data_file_list_3, table_name) assert ret client.clean(database_name) def test_special_char_valid_hash_column(): """ { "title": "test_sys_pull_load_hdfs.test_special_char_valid_hash_column", "describe": "功能点:char类型特殊值, hash分区, column存储", "tag": "function,p1,fuzz" } """ """ 功能点:char类型特殊值, hash分区, column存储 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.clean(database_name) client.create_database(database_name) client.create_table(table_name, SPECIAL_DATA.schema_4, keys_desc='AGGREGATE KEY (tinyint_key)') assert client.show_tables(table_name) assert client.get_index(table_name) data_desc_list = palo_client.LoadDataInfo(SPECIAL_DATA.file_path_4, table_name) ret = client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert ret ret = client.verify(SPECIAL_DATA.expected_data_file_list_4, table_name) assert ret client.clean(database_name) def test_special_char_invalid_hash_column(): """ { "title": "test_sys_pull_load_hdfs.test_special_char_invalid_hash_column", "describe": "功能点:char类型特殊值, invalid, hash分区, column存储", "tag": "function,p1,fuzz" } """ """ 功能点:char类型特殊值, invalid, hash分区, column存储 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) client.create_table(table_name, SPECIAL_DATA.schema_5, keys_desc='AGGREGATE KEY (tinyint_key)') assert client.show_tables(table_name) assert client.get_index(table_name) data_desc_list = palo_client.LoadDataInfo(SPECIAL_DATA.file_path_5, table_name) assert not client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert not client.verify(SPECIAL_DATA.expected_data_file_list_5, table_name) assert client.batch_load(util.get_label(), data_desc_list, is_wait=True, max_filter_ratio=0.5, broker=broker_info) assert client.batch_load(util.get_label(), data_desc_list, is_wait=True, max_filter_ratio=0.51, broker=broker_info) assert not client.batch_load(util.get_label(), data_desc_list, is_wait=True, max_filter_ratio=0.49, broker=broker_info) client.clean(database_name) def test_load_with_partition(): """ { "title": "test_sys_pull_load_hdfs.test_load_with_partition", "describe": "指定partition:多分区表,测试指定partition进行导入", "tag": "function,p1" } """ """ 指定partition:多分区表,测试指定partition进行导入 """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '31', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('k1', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(k1, k5)', 13) client.create_table(table_name, PARTITION_DATA.schema_1, keys_desc='AGGREGATE KEY (k1, k2, k3, k4, k5)', partition_info=partition_info, distribution_info=distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list = palo_client.LoadDataInfo(PARTITION_DATA.file_path_1, table_name, ['partition_a', 'partition_b', 'partition_c']) assert client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert client.verify(PARTITION_DATA.expected_data_file_list_1, table_name) assert client.batch_load(util.get_label(), data_desc_list, is_wait=True, broker=broker_info) assert client.verify(list(PARTITION_DATA.expected_data_file_list_1) * 2, table_name) client.clean(database_name) def test_partition_timeout_and_cancel(): """ { "title": "test_sys_pull_load_hdfs.test_partition_timeout_and_cancel", "describe": "test timeout and cancel", "tag": "function,p1,fuzz" } """ """ 多分区表,大数据量 并行导入 数据量大于1G,并行ETL """ database_name, table_name, index_name = util.gen_num_format_name_list() LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) client.use(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d', 'partition_e'] partition_value_list = ['1000000', '2000000000', '3000000000', '500000000000000', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('largeint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name, DATA.schema_1, partition_info, distribution_info) assert client.show_tables(table_name) for partition_name in partition_name_list: assert client.get_partition(table_name, partition_name) data_desc_list_1 = palo_client.LoadDataInfo( DATA.data_2, table_name, ['partition_a', 'partition_b', 'partition_c']) data_desc_list_2 = palo_client.LoadDataInfo( DATA.data_2, table_name, ['partition_d', 'partition_e']) load_label_1 = util.get_label() client.batch_load(load_label_1, data_desc_list_1, broker=broker_info, max_filter_ratio=1, timeout=5) load_label_2 = util.get_label() client.batch_load(load_label_2, data_desc_list_2, broker=broker_info, max_filter_ratio=1) client.cancel_load(load_label_2, database_name) assert not client.wait_load_job(load_label_1, database_name, cluster_name='test_cluster') assert not client.wait_load_job(load_label_2, database_name, cluster_name='test_cluster') client.clean(database_name) def test_hunhe(): """ { "title": "test_sys_pull_load_hdfs.test_hunhe", "describe": "d多数据文件导入一张表测试,多数据文件导入多张表测试,column list与数据文件比较少列、表设置默认值的情况测试", "tag": "function,p1" } """ """ 多数据文件导入一张表测试 多数据文件导入多张表测试 分隔符测试:测试分隔符为\x01的情况 column list与数据文件比较少列、表设置默认值的情况测试 """ database_name, table_name, index_name = util.gen_num_format_name_list() table_name_a = table_name + '_a' table_name_b = table_name + '_b' LOG.info(L('', database_name=database_name, table_name=table_name, index_name=index_name)) client.use(database_name) client.clean(database_name) client.create_database(database_name) partition_name_list = ['partition_a', 'partition_b', 'partition_c', 'partition_d'] partition_value_list = ['5', '20', '30', 'MAXVALUE'] partition_info = palo_client.PartitionInfo('tinyint_key', partition_name_list, partition_value_list) distribution_info = palo_client.DistributionInfo('HASH(largeint_key, decimal_key)', 13) client.create_table(table_name_a, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_a) for partition_name in partition_name_list: assert client.get_partition(table_name_a, partition_name) client.create_table(table_name_b, DATA.schema_2, partition_info, distribution_info) assert client.show_tables(table_name_b) column_name_list = ['tinyint_key', 'smallint_key', 'int_key', \ 'bigint_key', 'largeint_key', 'char_key', 'varchar_key', \ 'decimal_key', 'date_key', 'datetime_key', 'tinyint_value_max', \ 'smallint_value_min', 'int_value_sum', 'largeint_value_sum', \ 'float_value_sum', 'double_value_sum'] data_desc_list_1 = palo_client.LoadDataInfo( [DATA.data_4, DATA.data_5_gz], table_name_a, column_name_list=column_name_list) data_desc_list_2 = palo_client.LoadDataInfo( [DATA.data_6_lzo, DATA.data_7_bz2], table_name_b, column_name_list=column_name_list, column_terminator='\x01') assert client.batch_load( util.get_label(), [data_desc_list_1, data_desc_list_2], is_wait=True, broker=broker_info) assert client.verify(DATA.verify_4, table_name_a) vf_a = palo_client.VerifyFile(DATA.verify_5[0], '\x01') vf_b = palo_client.VerifyFile(DATA.verify_5[1], '\x01') assert client.verify([vf_a, vf_b], table_name_b) client.clean(database_name) def teardown_module(): """ tearDown """ pass if __name__ == '__main__': setup_module() # test_all_types_orc() test_all_types_orc_null() test_all_types_parquet_null()