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| 1 | +// Licensed to the Apache Software Foundation (ASF) under one |
| 2 | +// or more contributor license agreements. See the NOTICE file |
| 3 | +// distributed with this work for additional information |
| 4 | +// regarding copyright ownership. The ASF licenses this file |
| 5 | +// to you under the Apache License, Version 2.0 (the |
| 6 | +// "License"); you may not use this file except in compliance |
| 7 | +// with the License. You may obtain a copy of the License at |
| 8 | +// |
| 9 | +// http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | +// |
| 11 | +// Unless required by applicable law or agreed to in writing, |
| 12 | +// software distributed under the License is distributed on an |
| 13 | +// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 14 | +// KIND, either express or implied. See the License for the |
| 15 | +// specific language governing permissions and limitations |
| 16 | +// under the License. |
| 17 | + |
| 18 | +use std::path::Path; |
| 19 | +use arrow_array::RecordBatch; |
| 20 | +use arrow_cast::pretty::{pretty_format_batches}; |
| 21 | +use parquet::file::metadata::ParquetMetaData; |
| 22 | + |
| 23 | +/// This example demonstrates advanced usage of Parquet metadata. |
| 24 | +/// |
| 25 | +/// This is designed to show how to store Parquet metadata somewhere other than |
| 26 | +/// the Parquet file itself, and how to use that metadata to read the file. This |
| 27 | +/// can be used, for example, to store metadata for parquet files on remote |
| 28 | +/// object storage (e.g. S3) in a local file, use a query engine like |
| 29 | +/// DataFusion to figure out which files to read, and then read the files with a |
| 30 | +/// single object store request. |
| 31 | +/// |
| 32 | +/// Specifically it: |
| 33 | +/// 1. It reads the metadata of a Parquet file |
| 34 | +/// 2. Removes some column statistics from the metadata (to make them smaller) |
| 35 | +/// 3. Stores the metadata in a separate file |
| 36 | +/// 4. Reads the metadata from the separate file and uses that to read the Parquet file |
| 37 | +/// |
| 38 | +/// Without this API, to implement the functionality you need to implement |
| 39 | +/// a conversion to/from some other structs that can be serialized/deserialized. |
| 40 | +
|
| 41 | +#[tokio::main(flavor = "current_thread")] |
| 42 | +async fn main() -> parquet::errors::Result<()> { |
| 43 | + let testdata = arrow::util::test_util::parquet_test_data(); |
| 44 | + let parquet_path = format!("{testdata}/alltypes_plain.parquet"); |
| 45 | + let metadata_path = "thift_metadata.dat"; // todo tempdir for now use local file to inspect it |
| 46 | + |
| 47 | + let metadata = get_metadata_from_parquet_file(&parquet_path).await; |
| 48 | + let metadata = prepare_metadata(metadata); |
| 49 | + write_metadata_to_file(metadata, &metadata_path); |
| 50 | + |
| 51 | + // now read the metadata from the file and use it to read the Parquet file |
| 52 | + let metadata = read_metadata_from_file(&metadata_path); |
| 53 | + let batches = read_parquet_file_with_metadata(&parquet_path, metadata); |
| 54 | + |
| 55 | + // display the results |
| 56 | + let batches_string = pretty_format_batches(&batches).unwrap() |
| 57 | + .to_string(); |
| 58 | + let batches_lines :Vec<_> = batches_string |
| 59 | + .split('\n') |
| 60 | + .collect(); |
| 61 | + |
| 62 | + assert_eq!(batches_lines, |
| 63 | + vec!["todo"] |
| 64 | + ); |
| 65 | + |
| 66 | + Ok(()) |
| 67 | +} |
| 68 | + |
| 69 | +/// Reads the metadata from a parquet file |
| 70 | +async fn get_metadata_from_parquet_file(file: impl AsRef<Path>) -> ParquetMetaData { |
| 71 | + todo!(); |
| 72 | +} |
| 73 | + |
| 74 | +/// modifies the metadata to reduce its size |
| 75 | +fn prepare_metadata(metadata: ParquetMetaData) -> ParquetMetaData { |
| 76 | + todo!(); |
| 77 | +} |
| 78 | + |
| 79 | +/// writes the metadata to a file |
| 80 | +/// |
| 81 | +/// The data is stored using the same thrift format as the Parquet file metadata |
| 82 | +fn write_metadata_to_file(metadata: ParquetMetaData, file: impl AsRef<Path>) { |
| 83 | + todo!(); |
| 84 | +} |
| 85 | + |
| 86 | +/// Reads the metadata from a file |
| 87 | +/// |
| 88 | +/// This function reads the format written by `write_metadata_to_file` |
| 89 | +fn read_metadata_from_file(file: impl AsRef<Path>) -> ParquetMetaData { |
| 90 | + todo!(); |
| 91 | +} |
| 92 | + |
| 93 | +/// Reads the Parquet file using the metadata |
| 94 | +/// |
| 95 | +/// This shows how to read the Parquet file using previously read metadata |
| 96 | +/// instead of the metadata in the Parquet file itself. This avoids an IO / |
| 97 | +/// having to fetch and decode the metadata from the Parquet file before |
| 98 | +/// beginning to read it. |
| 99 | +/// |
| 100 | +/// In this example, we read the results as Arrow record batches |
| 101 | +fn read_parquet_file_with_metadata(file: impl AsRef<Path>, metadata: ParquetMetaData) -> Vec<RecordBatch>{ |
| 102 | + todo!(); |
| 103 | +} |
| 104 | + |
| 105 | + |
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