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reader.rs
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reader.rs
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// 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.
use std::io::{Read, Seek, SeekFrom};
use std::sync::Arc;
use crate::array::*;
use crate::datatypes::Schema;
use crate::error::{ArrowError, Result};
use crate::record_batch::{RecordBatch, RecordBatchReader};
use super::super::{convert, gen};
use super::super::{ARROW_MAGIC, CONTINUATION_MARKER};
use super::common::*;
use flatbuffers::VerifierOptions;
type ArrayRef = Arc<dyn Array>;
#[derive(Debug, Clone)]
pub struct FileMetadata {
/// The schema that is read from the file header
schema: Arc<Schema>,
/// The blocks in the file
///
/// A block indicates the regions in the file to read to get data
blocks: Vec<gen::File::Block>,
/// The total number of blocks, which may contain record batches and other types
total_blocks: usize,
/// Optional dictionaries for each schema field.
///
/// Dictionaries may be appended to in the streaming format.
dictionaries_by_field: Vec<Option<ArrayRef>>,
/// FileMetadata version
version: gen::Schema::MetadataVersion,
is_little_endian: bool,
}
impl FileMetadata {
/// Returns the schema.
pub fn schema(&self) -> &Arc<Schema> {
&self.schema
}
}
/// Arrow File reader
pub struct FileReader<'a, R: Read + Seek> {
reader: &'a mut R,
metadata: FileMetadata,
current_block: usize,
projection: Option<(Vec<usize>, Arc<Schema>)>,
}
/// Read the IPC file's metadata
pub fn read_file_metadata<R: Read + Seek>(reader: &mut R) -> Result<FileMetadata> {
// check if header and footer contain correct magic bytes
let mut magic_buffer: [u8; 6] = [0; 6];
reader.read_exact(&mut magic_buffer)?;
if magic_buffer != ARROW_MAGIC {
return Err(ArrowError::Ipc(
"Arrow file does not contain correct header".to_string(),
));
}
reader.seek(SeekFrom::End(-6))?;
reader.read_exact(&mut magic_buffer)?;
if magic_buffer != ARROW_MAGIC {
return Err(ArrowError::Ipc(
"Arrow file does not contain correct footer".to_string(),
));
}
// read footer length
let mut footer_size: [u8; 4] = [0; 4];
reader.seek(SeekFrom::End(-10))?;
reader.read_exact(&mut footer_size)?;
let footer_len = i32::from_le_bytes(footer_size);
// read footer
let mut footer_data = vec![0; footer_len as usize];
reader.seek(SeekFrom::End(-10 - footer_len as i64))?;
reader.read_exact(&mut footer_data)?;
// set flatbuffer verification options to the same settings as the C++ arrow implementation.
// Heuristic: tables in a Arrow flatbuffers buffer must take at least 1 bit
// each in average (ARROW-11559).
// Especially, the only recursive table (the `Field` table in Schema.fbs)
// must have a non-empty `type` member.
let verifier_options = VerifierOptions {
max_depth: 128,
max_tables: footer_len as usize * 8,
..Default::default()
};
let footer = gen::File::root_as_footer_with_opts(&verifier_options, &footer_data[..])
.map_err(|err| ArrowError::Ipc(format!("Unable to get root as footer: {:?}", err)))?;
let blocks = footer.recordBatches().ok_or_else(|| {
ArrowError::Ipc("Unable to get record batches from IPC Footer".to_string())
})?;
let total_blocks = blocks.len();
let ipc_schema = footer.schema().unwrap();
let (schema, is_little_endian) = convert::fb_to_schema(ipc_schema);
let schema = Arc::new(schema);
// Create an array of optional dictionary value arrays, one per field.
let mut dictionaries_by_field = vec![None; schema.fields().len()];
for block in footer.dictionaries().unwrap() {
// read length from end of offset
let mut message_size: [u8; 4] = [0; 4];
reader.seek(SeekFrom::Start(block.offset() as u64))?;
reader.read_exact(&mut message_size)?;
if message_size == CONTINUATION_MARKER {
reader.read_exact(&mut message_size)?;
};
let footer_len = i32::from_le_bytes(message_size);
let mut block_data = vec![0; footer_len as usize];
reader.read_exact(&mut block_data)?;
let message = gen::Message::root_as_message(&block_data[..])
.map_err(|err| ArrowError::Ipc(format!("Unable to get root as message: {:?}", err)))?;
match message.header_type() {
gen::Message::MessageHeader::DictionaryBatch => {
let block_offset = block.offset() as u64 + block.metaDataLength() as u64;
let batch = message.header_as_dictionary_batch().unwrap();
read_dictionary(
batch,
&schema,
is_little_endian,
&mut dictionaries_by_field,
reader,
block_offset,
)?;
}
t => {
return Err(ArrowError::Ipc(format!(
"Expecting DictionaryBatch in dictionary blocks, found {:?}.",
t
)));
}
};
}
Ok(FileMetadata {
schema,
is_little_endian,
blocks: blocks.to_vec(),
total_blocks,
dictionaries_by_field,
version: footer.version(),
})
}
/// Read the IPC file's metadata
pub fn read_batch<R: Read + Seek>(
reader: &mut R,
metadata: &FileMetadata,
projection: Option<(&[usize], Arc<Schema>)>,
block: usize,
) -> Result<Option<RecordBatch>> {
let block = metadata.blocks[block];
// read length
reader.seek(SeekFrom::Start(block.offset() as u64))?;
let mut meta_buf = [0; 4];
reader.read_exact(&mut meta_buf)?;
if meta_buf == CONTINUATION_MARKER {
// continuation marker encountered, read message next
reader.read_exact(&mut meta_buf)?;
}
let meta_len = i32::from_le_bytes(meta_buf);
let mut block_data = vec![0; meta_len as usize];
reader.read_exact(&mut block_data)?;
let message = gen::Message::root_as_message(&block_data[..])
.map_err(|err| ArrowError::Ipc(format!("Unable to get root as footer: {:?}", err)))?;
// some old test data's footer metadata is not set, so we account for that
if metadata.version != gen::Schema::MetadataVersion::V1 && message.version() != metadata.version
{
return Err(ArrowError::Ipc(
"Could not read IPC message as metadata versions mismatch".to_string(),
));
}
match message.header_type() {
gen::Message::MessageHeader::Schema => Err(ArrowError::Ipc(
"Not expecting a schema when messages are read".to_string(),
)),
gen::Message::MessageHeader::RecordBatch => {
let batch = message.header_as_record_batch().ok_or_else(|| {
ArrowError::Ipc("Unable to read IPC message as record batch".to_string())
})?;
read_record_batch(
batch,
metadata.schema.clone(),
projection,
metadata.is_little_endian,
&metadata.dictionaries_by_field,
metadata.version,
reader,
block.offset() as u64 + block.metaDataLength() as u64,
)
.map(Some)
}
gen::Message::MessageHeader::NONE => Ok(None),
t => Err(ArrowError::Ipc(format!(
"Reading types other than record batches not yet supported, unable to read {:?}",
t
))),
}
}
impl<'a, R: Read + Seek> FileReader<'a, R> {
/// Creates a new [`FileReader`]. Use `projection` to only take certain columns.
/// # Panic
/// Panics iff the projection is not in increasing order (e.g. `[1, 0]` nor `[0, 1, 1]` are valid)
pub fn new(reader: &'a mut R, metadata: FileMetadata, projection: Option<Vec<usize>>) -> Self {
if let Some(projection) = projection.as_ref() {
let _ = projection.iter().fold(0, |mut acc, v| {
assert!(
*v > acc,
"The projection on IPC must be ordered and non-overlapping"
);
acc = *v;
acc
});
}
let projection = projection.map(|projection| {
let fields = metadata.schema().fields();
let fields = projection.iter().map(|x| fields[*x].clone()).collect();
let schema = Arc::new(Schema {
fields,
metadata: metadata.schema().metadata().clone(),
});
(projection, schema)
});
Self {
reader,
metadata,
projection,
current_block: 0,
}
}
/// Return the schema of the file
pub fn schema(&self) -> &Arc<Schema> {
self.projection
.as_ref()
.map(|x| &x.1)
.unwrap_or(&self.metadata.schema)
}
}
impl<'a, R: Read + Seek> Iterator for FileReader<'a, R> {
type Item = Result<RecordBatch>;
fn next(&mut self) -> Option<Self::Item> {
// get current block
if self.current_block < self.metadata.total_blocks {
let block = self.current_block;
self.current_block += 1;
read_batch(
&mut self.reader,
&self.metadata,
self.projection
.as_ref()
.map(|x| (x.0.as_ref(), x.1.clone())),
block,
)
.transpose()
} else {
None
}
}
}
impl<'a, R: Read + Seek> RecordBatchReader for FileReader<'a, R> {
fn schema(&self) -> &Schema {
self.schema().as_ref()
}
}