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Hive / Impala - create external tables with data from subfolders At my workplace, we already store a lot of files in our HDFS..and I wanted to create impala tables against them. When you drop a table from Hive Metastore, it removes the table/column data and their metadata. We will look at external tables. We can see that the file employees_3.csv gets copied in the ‘/home/hadoop/employee_data/‘ directory. There are two ways to load data to a partitioned table, today we will look at the first one. Use external tables when files are already present or in remote locations, and the files sho… If the TEXTFILE table <database name>.<external textfile table name> has partitions, in STEP 3, the SELECT * FROM <database name>.<external textfile table name> command selects the partition variable as a field in the returned data set. Fundamentally, Hive knows two different types of tables: Internal table and the External table. First we will create a temporary table, without partitions. Drop a single partition hive> ALTER TABLE sales DROP IF EXISTS PARTITION(year = 2020, quarter = 2); Drop multiple partitions With the below alter script, we provide the exact partitions we would like to delete. First we will create a temporary table, without partitions. Alter external table as internal table -- by changing the TBL properties as external =false. It can be a normal table (stored in Metastore) or an external table (stored in local file system); Hive treats both in … 1. 2. LOAD DATA INPATH '/user/hive/data/data.txt' INTO TABLE emp.employee_tmp; The backing Iceberg table is created/dropped automatically using the Catalogs new interface methods created by ().With the help of #1407 this patch will enable CREATE/INSERT/DROP path using Hive queries and backed by Iceberg tables.. The DROP TABLE statement in Hive deletes the data for a particular table and remove all metadata associated with it from Hive metastore. Let me first share the sample data we have for this exercise. All the data inside this directory remains intact. We will consider the table name as India â country, then columns and one of those columns state we will make this as partitioned column. Hive drop or delete partition is performed using ALTER TABLE tablename DROP command. CREATE TEMPORARY external TABLE emp.employee_tmp2(id int); 3.2 Loading Files to a Temporary Table. External tables allows a user to manage data outside of hive. We have successfully loaded data into our partitioned table. This page shows how to create, drop, and truncate Hive tables via Hive SQL (HQL). Have the data file (data.txt) on HDFS. Of India website, related to the postal department. The directory containing the data remains intact. Meaning, here we have the column name as state and value of column name are the various state names. In this post, we will practically design and implement a Hive table with partitions. We have a file ‘/home/hadoop/employees_3.csv’ on HDFS. Their purpose is to facilitate importing of data from an external file into the metastore. Any directory on HDFS can be pointed to as the table data while creating the external table. CREATE TABLE expenses (Month String, Spender String, Merchant String, Mode String, Amount Float ) PARTITIONED BY (Month STRING, Spender STRING) Row format delimited fields terminated by ","; We get to know the partition keys usin… Although I agree with pensz, a slight alteration, you need not drop the table. HIVE Partition Concepts – Managed Table and External Table Partition In the below post we are going to understand about HIVE Partition and Concepts of HIVE partitioning in detail. ALTER TABLE table_name DROP [IF EXISTS] PARTITION partition_spec; Lets see if the data from newly dumped file is visible as Employee table’s data. If a managed table or partition is dropped, the data and metadata associated with that table or partition are deleted. This is the same we discussed in the previous post, where records themselves will not have column value stored. Dropping a partition from a table removes the data from HDFS and from Hive Metastore. In above code, we do following things . The syntax is as below alter table tbl_nm drop if exists partition (col = ‘value’, …..) These are the post office, type, pin code, city, state and so on. External table in Hive stores only the metadata about the table in the Hive metastore. You can verify this by the following screenshots. Then load the data into this temporary non-partitioned table. And if you go inside the folder and open the data files, you will not see the state column. We need to use EXTERNAL keyword while creating an external table :-. ALL Rights Reserved. Drop the partitions -- when you drop the partitions, data pertained to the partitions will also be dropped as now this table is managed table . Create a configuration directory and copy hadoop and hive base configurations. ERP®, FRM®, GARP® and Global Association of Risk Professionals⢠are trademarks owned by the Global Association of Risk Professionals, Inc.CFA® Institute does not endorse, promote, or warrant the accuracy or quality of the products or services offered by EduPristine. This is the reason why TRUNCATE will also not work for external tables. You can use ALTER TABLE DROP PARTITION to drop a partition for a table. Dropping the External table does not delete data from the ‘/home/hadoop/employee_data/‘ directory. Example: CREATE TABLE IF NOT EXISTS hql.customer(cust_id INT, name STRING, created_date DATE) COMMENT 'A table … Hive 0.12.0 is tested with Hadoop 1.0.3. All files inside the directory will be … The external table data is stored externally, while Hive metastore only contains the metadata schema. This means that on creating internal table the data gets moved from HDFS to Hive. This chapter describes how to drop a table in Hive. A replicated database may contain more than one transactional table with cross-table integrity constraints. How to delete the Hive table data, When you run DROP TABLE on an external table, by default Hive drops only If you want the DROP TABLE command to also remove the actual data in the the Hive Metastore and the CSV file that stored the data is also deleted from HDFS. An external table describes the metadata / schema on external files. The external table also prevents any accidental loss of data, as on dropping an external table, the base data is not deleted. This removes the data and metadata for this partition. Any directory on HDFS can be pointed to as the table data while creating the external table. Create a temporary table You can use PURGE option to delete data file as well along with partition mentadata but it works only in INTERNAL/MANAGED tables. There might be requirements when we want to load data from those external tables into hive tables. Our expert will call you and answer it at the earliest, Just drop in your details and our corporate support team will reach out to you as soon as possible, Just drop in your details and our Course Counselor will reach out to you as soon as possible, Fill in your details and download our Digital Marketing brochure to know what we have in store for you, Just drop in your details and start downloading material just created for you, Hive Partitions â Explained with Example, Decision Trees â Tree Development and Scoring, Artificial Intelligence for Financial Services. After execution of the SQL, the HDFS folder is loaded as a partition of Hive external table, without data moving. External table files can be accessed and managed by processes outside of Hive. We have a dataset from Govt. You will observe that there isn’t any difference between the query you issue on a partitioned table and the one on a non-partitioned table. ALTER TABLE table_name DROP [IF EXISTS] PARTITION partition_spec PURGE; External Tables have a two step process to alterr table drop partition + removing file. 1. Further, GARP is not responsible for any fees paid by the user to EduPristine nor is GARP responsible for any remuneration to any person or entity providing services to EduPristine. We will see how to create an external table in Hive and how to import data into the table. In Hive terminology, external tables are tables not managed with Hive. When external table is deleted, only the table metadata from the hive metastore is deleted. Delete data from hive external table. One of the observations we can make is the name of the partitions. hive – drop External table. This instructs Hive to: alter the table named table_name; add a partition, if the specified partition is not exists currently; the location of data specified is hdfs://namenode/path/to/data/2019-11-01/13/123456. Note: you can also load the data from LOCAL DATA without uploading it to HDFS. drop external table table_name. Dropping the table does not delete the data, although the metadata for the table will be deleted. Next, we create the actual table with partitions and load data from temporary table into partitioned table. The data is actually moved to the .Trash/Current directory if Trash is configured, unless PURGE is specified, but the metadata is completely lost (see LanguageManual DDL#Drop Table above). 4. Alter back the table as external=True. Of course, this imposes specific demands on replication of such tables, hence why Hive replication was designed with the following assumptions: 1. If PURGE is specified, then data is lost completely. We have a directory ‘/home/hadoop/employee_data/‘ containing a data file employees_1.csv. 3. GARP does not endorse, promote, review or warrant the accuracy of the products or services offered by EduPristine of GARP Exam related information, nor does it endorse any pass rates that may be claimed by the Exam Prep Provider. If PURGE is not specified then the data is actually moved to the .Trash/current directory. If the structure or partitioning of an external table is changed, an MSCK REPAIR TABLE table_namestatement can be used to refresh metadata information. Partitioning allows Hive to run queries on a specific set of data in the table based on the value of partition column used in the query. The data must follow a default hive partitioning layout. Drop an external table along with data When you run DROP TABLE on an external table, by default Hive drops only the metadata (schema). The syntax to drop external table is as follow: drop external table table_name. Partitions are essentially horizontal slices of data that divides the larger set of data into small manageable chunks. Create a database for this exercise. Use the Hive LOAD DATA command to upload the file. Now let us copy this file in the ‘/home/hadoop/employee_data/‘ directory. ERP®, FRM®, GARP® and Global Association of Risk Professionals⢠are trademarks owned by the Global Association of Risk Professionals, Inc. CFA Institute does not endorse, promote, or warrant the accuracy or quality of the products or services offered by EduPristine. SET hive.exec.dynamic.partition.mode = nonstrict; 6. CREATE DATABASE HIVE_PARTITION; USE HIVE_PARTITION; 2. select count(*) from temp_india where state=’Punjab’; In this section we learnt about creating, loading and querying data on partitioned table using a temporary staging table. Your email address will not be published. Copyright 2008-2021 © EduPristine. If you want the DROP TABLE command to also remove the actual data in the external table, as DROP TABLE does on a managed table, you need to configure the table properties accordingly. The patch consists of the following main changes: In that case, hive doesn’t remove data but only removed metadata. For Managed tables, Hive stores data into its warehouse directory jdbc:hive2://127.0.0.1:10000> ALTER TABLE zipcodes DROP IF EXISTS PARTITION (state='AL'); When dropping a partition that doesn’t exist, it returns an error. The Internal table is also known as the managed table. Following is the schema of the data we have. In the next post we will learn on how to load data directly into Hive partitioned without using a temporary staging hive table. We can directly copy this file into ‘/home/hadoop/employee_data/‘ directory or we can use LOAD DATA query. We can add data to the table by using LOAD Data query. 2021 © EduPristine. There are 2 types of table in Hive, managed table with syntax CREATE TABLE and external table with syntax CREATE EXTERNAL TABLE. To drop the internal table Hive>DROP TABLE guruhive_external; From the following screen shot, we can observe the output . A target may host multiple databases, some replicated and some na… GARP does not endorse, promote, review or warrant the accuracy of the products or services offered by EduPristine, nor does it endorse the scores claimed by the Exam Prep Provider. Drop an external table along with data When you run DROP TABLE on an external table, by default Hive drops only the metadata (schema). We can DROP the partition and the re”ADD” the partition to trick hive to read it properly (because it is an EXTERNAL table): ALTER TABLE test_external DROP PARTITION (p='p1'); ALTER TABLE test_external ADD PARTITION (p='p1') LOCATION '/user/hdfs/test/p=p1'; SELECT * FROM test_external; Now a partition can be added to the EXTERNAL table, using the ALTER TABLE ADD PARTITION command: Copy ALTER TABLE customer_external ADD PARTITION(country='UK') LOCATION '/user/hive/warehouse/customer/country=UK' External tables in Hive do not store data for the table in the hive warehouse directory. Creating Hive Table Partitioned by Multiple Columns and Importing Data. Drop or Delete Hive Partition. Transactional tables in Hive support ACIDproperties. Create the External table For external tables, Hive assumes that it does not manage the data. The partitions will be named along with column name. We will create an external table Employee by using the directory ‘/home/hadoop/employee_data/‘ on HDFS as data location. select count(*) from india where state=’Punjab’; If you run the same query on non-partitioned table, as follows you will see the same result. Geographical hierarchy of India. Drop a Hive partition. Both column + form combined together are the folder names. Hive>LOAD DATA INPATH '/user/guru99hive/data.txt' INTO TABLE guruhive_external; 3. Required fields are marked *, Posts related to computer science, algorithms, software development, databases etc, Creating External Hive table and importing data, Add Data to the Table by Dumping Files into HDFS Directory, Add Data to the Table by Using LOAD DATA Query. Create table. The hive partitioning keys and the … We can identify the internal or External tables using the DESCRIBE FORMATTED table_name statement in the Hive, which will display either MANAGED_TABLE or EXTERNAL_TABLEdepending on the table type. Refer to Differences between Hive External and Internal (Managed) Tables to understand the differences between managed and unmanaged tables in Hive.. 2. External tables can access data stored in sources such as Azure Storage Volumes (ASV) or remote HDFS locations. External and internal tables. However, if you feel that there is a copyright violation of any kind in our content then you can send an email to care@edupristine.com. Hive enables you create tables and run sql like queries on HDFS data. Let’s see a few variations of drop partition. The external data sources or files are not deleted. DROP TABLE in Hive. Import data into partitioned table from temporary table, INSERT OVERWRITE TABLE India PARTITION (STATE). Further, GARP is not responsible for any fees or costs paid by the user to EduPristine nor is GARP responsible for any fees or costs of any person or entity providing any services to EduPristine. 1. We will treat this directory as location for external table Employee. Utmost care has been taken to ensure that there is no copyright violation or infringement in any of our content. drop external table table_name. Add this jar to Hive lib directory (in our case the Hive version was 2.3.1) $ cp postgresql-42.2.4.jar /usr/local/Cellar/hive/ /libexec/lib. CFA Institute, CFA®, and Chartered Financial Analyst®\ are trademarks owned by CFA Institute. Still, in case you feel that there is any copyright violation of any kind please send a mail to abuse@edupristine.com and we will rectify it. Your email address will not be published. Let us now try and run a query on top of the partitioned table. The dataset for this exercise is available here. Display the content of the table Hive>select * from guruhive_external; 4. On dropping the table loaded by second method that is from HDFS to Hive, the data gets deleted and there is no copy of data on HDFS. DROP EXTERNAL TABLE drops an existing external table definition from the database system. Note. $ mkdir $ {HOME} /spark-hive-schema $ cd $ {HOME} /spark-hive-schema. Without partitioning, any query … Instruct hive to dynamically load partitions. The previous post had all the concepts covered related to partitions. Table can be dropped using: DROP TABLE weather; External tables in Hive do not store data for the table in the hive warehouse directory. Once mapped, we execute our queries on them, prepare report and once done, we un-map them from hive using drop table statement. LOAD DATA LOCAL INPATH '/home/cloudera/All_States_PinCode.csv' INTO, 5. Consequently, dropping of an external table does not affect the data. Also, we can see the schema of the partitioned table using the following command: To view the partitions for a particular table, use the following command inside Hive: Output would be similar to the following screenshot. The external table must be created if we don’t want Hive to own the data or have other data controls. The directory structure of a hive partitioned table is assumed to have the same partitioning keys appear in the same order, with a maximum of ten partition keys per table. If you want the DROP TABLE command to also remove the actual data in the external table, as DROP TABLE does on a managed table, you need to configure the table properties accordingly. Synopsis DROP EXTERNAL [WEB] TABLE [IF EXISTS] <name> [CASCADE | RESTRICT] Description. All rights reserved. Once the table is created, we can see that the data from the files in the HDFS directory can be queried as Employee table’s data. Drop table. Our counsellors will get in touch with you with more information about this topic. Pay attention to the syntax while defining the partitioned table. Removes an external table definition. We have a file ‘/home/hadoop/employees_2.csv’ on HDFS. Let us create a table to manage “Wallet expenses”, which any digital wallet channel may have to track customers’ spend behavior, having the following columns: In order to track monthly expenses, we want to create a partitioned table with columns month and spender. Create a working directory. One, we check the HDFS folder under the hive warehouse for our table and verify there are folders present for each partition. To load local data into partition table we can use LOAD or INSERT, but we can filter easily the data with INSERT from the raw table to put the fields in the proper partition. Let us take in consideration the same data. Each partition of a table is associated with a particular value (s) of partition column (s). Next, we create the actual table with partitions and load data from temporary table into partitioned table. All files inside the directory will be treated as table data. CFA® Institute, CFA®, CFA® Institute Investment Foundations⢠and Chartered Financial Analyst® are trademarks owned by CFA® Institute. Dropping Hive Partition is pretty straight forward just remember that when you drop partition of an internal table then the data is deleted but when you drop from an external table the data remains as it is in the external location. External table in Hive stores only the metadata about the table in the Hive metastore. 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