blob: b3a1f3ac8d56ec907f66d242e38d98a7349614c7 [file]
/**
* Copyright 2012 Twitter, Inc.
*
* Licensed 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.
*/
/**
*
* <p>
* Provides classes to store Avro data in Parquet files. Avro schemas are converted to
* parquet schemas as follows. Only record schemas are converted,
* other top-level schema types are not converted and attempting to do so will result
* in an error. Avro types are converted to Parquet types using the mapping shown here:
* </p>
*
* <table>
* <tr>
* <th>Avro type</th>
* <th>Parquet type</th>
* </tr>
* <tr>
* <td>null</td>
* <td>no type (the field is not encoded in Parquet), unless a null union</td>
* </tr>
* <tr>
* <td>boolean</td>
* <td>boolean</td>
* </tr>
* <tr>
* <td>int</td>
* <td>int32</td>
* </tr>
* <tr>
* <td>long</td>
* <td>int64</td>
* </tr>
* <tr>
* <td>float</td>
* <td>float</td>
* </tr>
* <tr>
* <td>double</td>
* <td>double</td>
* </tr>
* <tr>
* <td>bytes</td>
* <td>binary</td>
* </tr>
* <tr>
* <td>string</td>
* <td>binary (with original type UTF8)</td>
* </tr>
* <tr>
* <td>record</td>
* <td>group containing nested fields</td>
* </tr>
* <tr>
* <td>enum</td>
* <td>binary (with original type ENUM)</td>
* </tr>
* <tr>
* <td>array</td>
* <td>group (with original type LIST) containing one repeated group field</td>
* </tr>
* <tr>
* <td>map</td>
* <td>group (with original type MAP) containing one repeated group
* field (with original type MAP_KEY_VALUE) of (key, value)</td>
* </tr>
* <tr>
* <td>fixed</td>
* <td>fixed_len_byte_array</td>
* </tr>
* <tr>
* <td>union</td>
* <td>an optional type, in the case of a null union, otherwise not supported</td>
* </tr>
* </table>
*
* <p>
* For Parquet files that were not written with classes from this package there is no
* Avro write schema stored in the Parquet file metadata. To read such files using
* classes from this package you must either provide an Avro read schema,
* or a default Avro schema will be derived using the following mapping.
* </p>
*
* <tr>
* <th>Parquet type</th>
* <th>Avro type</th>
* </tr>
* <tr>
* <td>boolean</td>
* <td>boolean</td>
* </tr>
* <tr>
* <td>int32</td>
* <td>int</td>
* </tr>
* <tr>
* <td>int64</td>
* <td>long</td>
* </tr>
* <tr>
* <td>int96</td>
* <td>not supported</td>
* </tr>
* <tr>
* <td>float</td>
* <td>float</td>
* </tr>
* <tr>
* <td>double</td>
* <td>double</td>
* </tr>
* <tr>
* <td>fixed_len_byte_array</td>
* <td>fixed</td>
* </tr>
* <tr>
* <td>binary (with no original type)</td>
* <td>bytes</td>
* </tr>
* <tr>
* <td>binary (with original type UTF8)</td>
* <td>string</td>
* </tr>
* <tr>
* <td>binary (with original type ENUM)</td>
* <td>string</td>
* </tr>
* <tr>
* <td>group (with original type LIST) containing one repeated group field</td>
* <td>array</td>
* </tr>
* <tr>
* <td>group (with original type MAP) containing one repeated group
* field (with original type MAP_KEY_VALUE) of (key, value)</td>
* <td>map</td>
* </tr>
* </table>
*
* <p>
* Parquet fields that are optional are mapped to an Avro null union.
* </p>
*
* <p>
* Some conversions are lossy. Avro nulls are not represented in Parquet,
* so they are lost when converted back to Avro. Similarly, a Parquet enum does not
* store its values, so it cannot be converted back to an Avro enum,
* which is why an Avro string had to suffice. Type names for nested records, enums,
* and fixed types are lost in the conversion to Parquet.
* Avro aliases, default values, field ordering, and documentation strings are all
* dropped in the conversion to Parquet.
*
* Parquet maps can have any type for keys, but this is not true in Avro where map keys
* are assumed to be strings.
* </p>
*/
package parquet.avro;