solana/core/src/erasure.rs

783 lines
27 KiB
Rust

//! # Erasure Coding and Recovery
//!
//! Blobs are logically grouped into erasure sets or blocks. Each set contains 16 sequential data
//! blobs and 4 sequential coding blobs.
//!
//! Coding blobs in each set starting from `start_idx`:
//! For each erasure set:
//! generate `NUM_CODING` coding_blobs.
//! index the coding blobs from `start_idx` to `start_idx + NUM_CODING - 1`.
//!
//! model of an erasure set, with top row being data blobs and second being coding
//! |<======================= NUM_DATA ==============================>|
//! |<==== NUM_CODING ===>|
//! +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+
//! | D | | D | | D | | D | | D | | D | | D | | D | | D | | D |
//! +---+ +---+ +---+ +---+ +---+ . . . +---+ +---+ +---+ +---+ +---+
//! | C | | C | | C | | C | | | | | | | | | | | | |
//! +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+ +---+
//!
//! blob structure for coding blobs
//!
//! + ------- meta is set and used by transport, meta.size is actual length
//! | of data in the byte array blob.data
//! |
//! | + -- data is stuff shipped over the wire, and has an included
//! | | header
//! V V
//! +----------+------------------------------------------------------------+
//! | meta | data |
//! |+---+-- |+---+---+---+---+------------------------------------------+|
//! || s | . || i | | f | s | ||
//! || i | . || n | i | l | i | ||
//! || z | . || d | d | a | z | blob.data(), or blob.data_mut() ||
//! || e | || e | | g | e | ||
//! |+---+-- || x | | s | | ||
//! | |+---+---+---+---+------------------------------------------+|
//! +----------+------------------------------------------------------------+
//! | |<=== coding blob part for "coding" =======>|
//! | |
//! |<============== data blob part for "coding" ==============>|
//!
//!
use crate::packet::{Blob, SharedBlob, BLOB_HEADER_SIZE};
use std::cmp;
use std::convert::AsMut;
use std::sync::{Arc, RwLock};
use reed_solomon_erasure::ReedSolomon;
//TODO(sakridge) pick these values
/// Number of data blobs
pub const NUM_DATA: usize = 8;
/// Number of coding blobs; also the maximum number that can go missing.
pub const NUM_CODING: usize = 8;
/// Total number of blobs in an erasure set; includes data and coding blobs
pub const ERASURE_SET_SIZE: usize = NUM_DATA + NUM_CODING;
type Result<T> = std::result::Result<T, reed_solomon_erasure::Error>;
/// Represents an erasure "session" with a particular configuration and number of data and coding
/// blobs
#[derive(Debug, Clone)]
pub struct Session(ReedSolomon);
/// Generates coding blobs on demand given data blobs
#[derive(Debug, Clone)]
pub struct CodingGenerator {
/// SharedBlobs that couldn't be used in last call to next()
leftover: Vec<SharedBlob>,
session: Arc<Session>,
}
impl Session {
pub fn new(data_count: usize, coding_count: usize) -> Result<Session> {
let rs = ReedSolomon::new(data_count, coding_count)?;
Ok(Session(rs))
}
/// Create coding blocks by overwriting `parity`
pub fn encode(&self, data: &[&[u8]], parity: &mut [&mut [u8]]) -> Result<()> {
self.0.encode_sep(data, parity)?;
Ok(())
}
/// Recover data + coding blocks into data blocks
/// # Arguments
/// * `data` - array of data blocks to recover into
/// * `coding` - array of coding blocks
/// * `erasures` - list of indices in data where blocks should be recovered
pub fn decode_blocks(&self, blocks: &mut [&mut [u8]], present: &[bool]) -> Result<()> {
self.0.reconstruct(blocks, present)?;
Ok(())
}
/// Returns `(number_of_data_blobs, number_of_coding_blobs)`
pub fn dimensions(&self) -> (usize, usize) {
(self.0.data_shard_count(), self.0.parity_shard_count())
}
/// Reconstruct any missing blobs in this erasure set if possible
/// Re-indexes any coding blobs that have been reconstructed and fixes up size in metadata
/// Assumes that the user has sliced into the blobs appropriately already. else recovery will
/// return an error or garbage data
pub fn reconstruct_blobs<B>(
&self,
blobs: &mut [B],
present: &[bool],
size: usize,
block_start_idx: u64,
slot: u64,
) -> Result<(Vec<Blob>, Vec<Blob>)>
where
B: AsMut<[u8]>,
{
let mut blocks: Vec<&mut [u8]> = blobs.iter_mut().map(AsMut::as_mut).collect();
trace!("[reconstruct_blobs] present: {:?}, size: {}", present, size,);
// Decode the blocks
self.decode_blocks(blocks.as_mut_slice(), &present)?;
let mut recovered_data = vec![];
let mut recovered_coding = vec![];
let erasures = present
.iter()
.enumerate()
.filter_map(|(i, present)| if *present { None } else { Some(i) });
// Create the missing blobs from the reconstructed data
for n in erasures {
let data_size;
let idx;
let first_byte;
if n < NUM_DATA {
let mut blob = Blob::new(&blocks[n]);
data_size = blob.data_size() as usize - BLOB_HEADER_SIZE;
idx = n as u64 + block_start_idx;
first_byte = blob.data[0];
blob.set_size(data_size);
recovered_data.push(blob);
} else {
let mut blob = Blob::default();
blob.data_mut()[..size].copy_from_slice(&blocks[n]);
data_size = size;
idx = (n as u64 + block_start_idx) - NUM_DATA as u64;
first_byte = blob.data[0];
blob.set_slot(slot);
blob.set_index(idx);
blob.set_size(data_size);
recovered_coding.push(blob);
}
trace!(
"[reconstruct_blobs] erasures[{}] ({}) data_size: {} data[0]: {}",
n,
idx,
data_size,
first_byte
);
}
Ok((recovered_data, recovered_coding))
}
}
impl CodingGenerator {
pub fn new(session: Arc<Session>) -> Self {
CodingGenerator {
leftover: Vec::with_capacity(session.0.data_shard_count()),
session,
}
}
/// Yields next set of coding blobs, if any.
/// Must be called with consecutive data blobs within a slot.
///
/// Passing in a slice with the first blob having a new slot will cause internal state to
/// reset, so the above concern does not apply to slot boundaries, only indexes within a slot
/// must be consecutive.
///
/// If used improperly, it my return garbage coding blobs, but will not give an
/// error.
pub fn next(&mut self, next_data: &[SharedBlob]) -> Vec<SharedBlob> {
let (num_data, num_coding) = self.session.dimensions();
let mut next_coding =
Vec::with_capacity((self.leftover.len() + next_data.len()) / num_data * num_coding);
if !self.leftover.is_empty()
&& !next_data.is_empty()
&& self.leftover[0].read().unwrap().slot() != next_data[0].read().unwrap().slot()
{
self.leftover.clear();
}
let next_data: Vec<_> = self.leftover.iter().chain(next_data).cloned().collect();
for data_blobs in next_data.chunks(num_data) {
if data_blobs.len() < num_data {
self.leftover = data_blobs.to_vec();
break;
}
self.leftover.clear();
// find max_data_size for the erasure set
let max_data_size = data_blobs
.iter()
.fold(0, |max, blob| cmp::max(blob.read().unwrap().meta.size, max));
let data_locks: Vec<_> = data_blobs.iter().map(|b| b.read().unwrap()).collect();
let data_ptrs: Vec<_> = data_locks
.iter()
.map(|l| &l.data[..max_data_size])
.collect();
let mut coding_blobs = Vec::with_capacity(num_coding);
for data_blob in &data_locks[..num_coding] {
let index = data_blob.index();
let slot = data_blob.slot();
let id = data_blob.id();
let mut coding_blob = Blob::default();
coding_blob.set_index(index);
coding_blob.set_slot(slot);
coding_blob.set_id(&id);
coding_blob.set_size(max_data_size);
coding_blob.set_coding();
coding_blobs.push(coding_blob);
}
if {
let mut coding_ptrs: Vec<_> = coding_blobs
.iter_mut()
.map(|blob| &mut blob.data_mut()[..max_data_size])
.collect();
self.session.encode(&data_ptrs, coding_ptrs.as_mut_slice())
}
.is_ok()
{
next_coding.append(&mut coding_blobs);
}
}
next_coding
.into_iter()
.map(|blob| Arc::new(RwLock::new(blob)))
.collect()
}
}
impl Default for Session {
fn default() -> Session {
Session::new(NUM_DATA, NUM_CODING).unwrap()
}
}
impl Default for CodingGenerator {
fn default() -> Self {
let session = Session::default();
CodingGenerator {
leftover: Vec::with_capacity(session.0.data_shard_count()),
session: Arc::new(session),
}
}
}
#[cfg(test)]
pub mod test {
use super::*;
use crate::blocktree::get_tmp_ledger_path;
use crate::blocktree::Blocktree;
use crate::packet::{index_blobs, SharedBlob, BLOB_DATA_SIZE, BLOB_HEADER_SIZE};
use solana_sdk::pubkey::Pubkey;
use solana_sdk::signature::Signable;
use solana_sdk::signature::{Keypair, KeypairUtil};
use std::borrow::Borrow;
/// Specifies the contents of a 16-data-blob and 4-coding-blob erasure set
/// Exists to be passed to `generate_blocktree_with_coding`
#[derive(Debug, Copy, Clone)]
pub struct ErasureSpec {
/// Which 16-blob erasure set this represents
pub set_index: u64,
pub num_data: usize,
pub num_coding: usize,
}
/// Specifies the contents of a slot
/// Exists to be passed to `generate_blocktree_with_coding`
#[derive(Debug, Clone)]
pub struct SlotSpec {
pub slot: u64,
pub set_specs: Vec<ErasureSpec>,
}
/// Model of a slot in 16-blob chunks with varying amounts of erasure and coding blobs
/// present
#[derive(Debug, Clone)]
pub struct SlotModel {
pub slot: u64,
pub chunks: Vec<ErasureSetModel>,
}
/// Model of 16-blob chunk
#[derive(Debug, Clone)]
pub struct ErasureSetModel {
pub set_index: u64,
pub start_index: u64,
pub coding: Vec<SharedBlob>,
pub data: Vec<SharedBlob>,
}
#[test]
fn test_coding() {
const N_DATA: usize = 4;
const N_CODING: usize = 2;
let session = Session::new(N_DATA, N_CODING).unwrap();
let mut vs: Vec<Vec<u8>> = (0..N_DATA as u8).map(|i| (i..(16 + i)).collect()).collect();
let v_orig: Vec<u8> = vs[0].clone();
let mut coding_blocks: Vec<_> = (0..N_CODING).map(|_| vec![0u8; 16]).collect();
let mut coding_blocks_slices: Vec<_> =
coding_blocks.iter_mut().map(Vec::as_mut_slice).collect();
let v_slices: Vec<_> = vs.iter().map(Vec::as_slice).collect();
session
.encode(v_slices.as_slice(), coding_blocks_slices.as_mut_slice())
.expect("encoding must succeed");
trace!("test_coding: coding blocks:");
for b in &coding_blocks {
trace!("test_coding: {:?}", b);
}
let erasure: usize = 1;
let present = &mut [true; N_DATA + N_CODING];
present[erasure] = false;
let erased = vs[erasure].clone();
// clear an entry
vs[erasure as usize].copy_from_slice(&[0; 16]);
let mut blocks: Vec<_> = vs
.iter_mut()
.chain(coding_blocks.iter_mut())
.map(Vec::as_mut_slice)
.collect();
session
.decode_blocks(blocks.as_mut_slice(), present)
.expect("decoding must succeed");
trace!("test_coding: vs:");
for v in &vs {
trace!("test_coding: {:?}", v);
}
assert_eq!(v_orig, vs[0]);
assert_eq!(erased, vs[erasure]);
}
fn test_toss_and_recover(
session: &Session,
data_blobs: &[SharedBlob],
coding_blobs: &[SharedBlob],
block_start_idx: usize,
) {
let size = coding_blobs[0].read().unwrap().size();
let mut blobs: Vec<SharedBlob> = Vec::with_capacity(ERASURE_SET_SIZE);
blobs.push(SharedBlob::default()); // empty data, erasure at zero
for blob in &data_blobs[block_start_idx + 1..block_start_idx + NUM_DATA] {
// skip first blob
blobs.push(blob.clone());
}
blobs.push(SharedBlob::default()); // empty coding, erasure at zero
for blob in &coding_blobs[1..NUM_CODING] {
blobs.push(blob.clone());
}
// toss one data and one coding
let mut present = vec![true; blobs.len()];
present[0] = false;
present[NUM_DATA] = false;
let (recovered_data, recovered_coding) = session
.reconstruct_shared_blobs(&mut blobs, &present, size, block_start_idx as u64, 0)
.expect("reconstruction must succeed");
assert_eq!(recovered_data.len(), 1);
assert_eq!(recovered_coding.len(), 1);
assert_eq!(
blobs[1].read().unwrap().meta,
data_blobs[block_start_idx + 1].read().unwrap().meta
);
assert_eq!(
blobs[1].read().unwrap().data(),
data_blobs[block_start_idx + 1].read().unwrap().data()
);
assert_eq!(
recovered_data[0].meta,
data_blobs[block_start_idx].read().unwrap().meta
);
assert_eq!(
recovered_data[0].data(),
data_blobs[block_start_idx].read().unwrap().data()
);
assert_eq!(
recovered_coding[0].data(),
coding_blobs[0].read().unwrap().data()
);
}
#[test]
fn test_erasure_generate_coding() {
solana_logger::setup();
// trivial case
let mut coding_generator = CodingGenerator::default();
let blobs = Vec::new();
for _ in 0..NUM_DATA * 2 {
let coding = coding_generator.next(&blobs);
assert!(coding.is_empty());
}
// test coding by iterating one blob at a time
let data_blobs = generate_test_blobs(0, NUM_DATA * 2);
for (i, blob) in data_blobs.iter().cloned().enumerate() {
let coding_blobs = coding_generator.next(&[blob]);
if !coding_blobs.is_empty() {
assert_eq!(i % NUM_DATA, NUM_DATA - 1);
assert_eq!(coding_blobs.len(), NUM_CODING);
for j in 0..NUM_CODING {
assert_eq!(
coding_blobs[j].read().unwrap().index(),
((i / NUM_DATA) * NUM_DATA + j) as u64
);
}
test_toss_and_recover(
&coding_generator.session,
&data_blobs,
&coding_blobs,
i - (i % NUM_DATA),
);
}
}
}
#[test]
fn test_erasure_generate_coding_reset_on_new_slot() {
solana_logger::setup();
let mut coding_generator = CodingGenerator::default();
// test coding by iterating one blob at a time
let data_blobs = generate_test_blobs(0, NUM_DATA * 2);
for i in NUM_DATA..NUM_DATA * 2 {
data_blobs[i].write().unwrap().set_slot(1);
}
let coding_blobs = coding_generator.next(&data_blobs[0..NUM_DATA - 1]);
assert!(coding_blobs.is_empty());
let coding_blobs = coding_generator.next(&data_blobs[NUM_DATA..]);
assert_eq!(coding_blobs.len(), NUM_CODING);
test_toss_and_recover(
&coding_generator.session,
&data_blobs,
&coding_blobs,
NUM_DATA,
);
}
#[test]
fn test_erasure_generate_blocktree_with_coding() {
let cases = vec![
(NUM_DATA, NUM_CODING, 7, 5),
(NUM_DATA - 6, NUM_CODING - 1, 5, 7),
];
for (num_data, num_coding, num_slots, num_sets_per_slot) in cases {
let ledger_path = get_tmp_ledger_path!();
let specs = (0..num_slots)
.map(|slot| {
let set_specs = (0..num_sets_per_slot)
.map(|set_index| ErasureSpec {
set_index,
num_data,
num_coding,
})
.collect();
SlotSpec { slot, set_specs }
})
.collect::<Vec<_>>();
let blocktree = generate_blocktree_with_coding(&ledger_path, &specs);
for spec in specs.iter() {
let slot = spec.slot;
for erasure_spec in spec.set_specs.iter() {
let start_index = erasure_spec.set_index * NUM_DATA as u64;
let (data_end, coding_end) = (
start_index + erasure_spec.num_data as u64,
start_index + erasure_spec.num_coding as u64,
);
for idx in start_index..data_end {
let opt_bytes = blocktree.get_data_blob_bytes(slot, idx).unwrap();
assert!(opt_bytes.is_some());
}
for idx in start_index..coding_end {
let opt_bytes = blocktree.get_coding_blob_bytes(slot, idx).unwrap();
assert!(opt_bytes.is_some());
}
}
}
drop(blocktree);
Blocktree::destroy(&ledger_path).expect("Expect successful blocktree destruction");
}
}
#[test]
fn test_recovery_with_model() {
use std::thread;
const MAX_ERASURE_SETS: u64 = 16;
const N_THREADS: usize = 2;
const N_SLOTS: u64 = 10;
solana_logger::setup();
let specs = (0..N_SLOTS).map(|slot| {
let num_erasure_sets = slot % MAX_ERASURE_SETS;
let set_specs = (0..num_erasure_sets)
.map(|set_index| ErasureSpec {
set_index,
num_data: NUM_DATA,
num_coding: NUM_CODING,
})
.collect();
SlotSpec { slot, set_specs }
});
let mut handles = vec![];
let session = Arc::new(Session::default());
for i in 0..N_THREADS {
let specs = specs.clone();
let session = Arc::clone(&session);
let handle = thread::Builder::new()
.name(i.to_string())
.spawn(move || {
for slot_model in generate_ledger_model(specs) {
for erasure_set in slot_model.chunks {
let erased_coding = erasure_set.coding[0].clone();
let erased_data = erasure_set.data[..3].to_vec();
let mut blobs = Vec::with_capacity(ERASURE_SET_SIZE);
blobs.push(SharedBlob::default());
blobs.push(SharedBlob::default());
blobs.push(SharedBlob::default());
for blob in erasure_set.data.into_iter().skip(3) {
blobs.push(blob);
}
blobs.push(SharedBlob::default());
for blob in erasure_set.coding.into_iter().skip(1) {
blobs.push(blob);
}
let size = erased_coding.read().unwrap().size() as usize;
let mut present = vec![true; ERASURE_SET_SIZE];
present[0] = false;
present[1] = false;
present[2] = false;
present[NUM_DATA] = false;
session
.reconstruct_shared_blobs(
&mut blobs,
&present,
size,
erasure_set.set_index * NUM_DATA as u64,
slot_model.slot,
)
.expect("reconstruction must succeed");
for (expected, recovered) in erased_data.iter().zip(blobs.iter()) {
let expected = expected.read().unwrap();
let mut recovered = recovered.write().unwrap();
let data_size = recovered.data_size() as usize - BLOB_HEADER_SIZE;
recovered.set_size(data_size);
let corrupt = data_size > BLOB_DATA_SIZE;
assert!(!corrupt, "CORRUPTION");
assert_eq!(&*expected, &*recovered);
}
assert_eq!(
erased_coding.read().unwrap().data(),
blobs[NUM_DATA].read().unwrap().data()
);
debug!("passed set: {}", erasure_set.set_index);
}
debug!("passed slot: {}", slot_model.slot);
}
})
.expect("thread build error");
handles.push(handle);
}
handles.into_iter().for_each(|h| h.join().unwrap());
}
/// Generates a model of a ledger containing certain data and coding blobs according to a spec
pub fn generate_ledger_model<'a, I, IntoIt, S>(
specs: I,
) -> impl Iterator<Item = SlotModel> + Clone + 'a
where
I: IntoIterator<Item = S, IntoIter = IntoIt>,
IntoIt: Iterator<Item = S> + Clone + 'a,
S: Borrow<SlotSpec>,
{
let mut coding_generator = CodingGenerator::default();
specs.into_iter().map(move |spec| {
let spec = spec.borrow();
let slot = spec.slot;
let chunks = spec
.set_specs
.iter()
.map(|erasure_spec| {
let set_index = erasure_spec.set_index as usize;
let start_index = set_index * NUM_DATA;
let mut blobs = generate_test_blobs(0, NUM_DATA);
index_blobs(
&blobs,
&Keypair::new().pubkey(),
start_index as u64,
slot,
0,
);
let mut coding_blobs = coding_generator.next(&blobs);
blobs.drain(erasure_spec.num_data..);
coding_blobs.drain(erasure_spec.num_coding..);
ErasureSetModel {
start_index: start_index as u64,
set_index: set_index as u64,
data: blobs,
coding: coding_blobs,
}
})
.collect();
SlotModel { slot, chunks }
})
}
/// Genarates a ledger according to the given specs.
/// Blocktree should have correct SlotMeta and ErasureMeta and so on but will not have done any
/// possible recovery.
pub fn generate_blocktree_with_coding(ledger_path: &str, specs: &[SlotSpec]) -> Blocktree {
let blocktree = Blocktree::open(ledger_path).unwrap();
let model = generate_ledger_model(specs);
for slot_model in model {
let slot = slot_model.slot;
for erasure_set in slot_model.chunks {
blocktree.write_shared_blobs(erasure_set.data).unwrap();
for shared_coding_blob in erasure_set.coding.into_iter() {
let blob = shared_coding_blob.read().unwrap();
blocktree
.put_coding_blob_bytes_raw(
slot,
blob.index(),
&blob.data[..blob.size() + BLOB_HEADER_SIZE],
)
.unwrap();
}
}
}
blocktree
}
// fn verify_test_blobs(offset: usize, blobs: &[SharedBlob]) -> bool {
// let data: Vec<_> = (0..BLOB_DATA_SIZE).into_iter().map(|i| i as u8).collect();
//
// blobs.iter().enumerate().all(|(i, blob)| {
// let blob = blob.read().unwrap();
// blob.index() as usize == i + offset && blob.data() == &data[..]
// })
// }
//
fn generate_test_blobs(offset: usize, num_blobs: usize) -> Vec<SharedBlob> {
let data: Vec<_> = (0..BLOB_DATA_SIZE).into_iter().map(|i| i as u8).collect();
let blobs: Vec<_> = (0..num_blobs)
.into_iter()
.map(|_| {
let mut blob = Blob::default();
blob.data_mut()[..data.len()].copy_from_slice(&data);
blob.set_size(data.len());
blob.sign(&Keypair::new());
Arc::new(RwLock::new(blob))
})
.collect();
index_blobs(&blobs, &Pubkey::new_rand(), offset as u64, 0, 0);
blobs
}
impl Session {
fn reconstruct_shared_blobs(
&self,
blobs: &mut [SharedBlob],
present: &[bool],
size: usize,
block_start_idx: u64,
slot: u64,
) -> Result<(Vec<Blob>, Vec<Blob>)> {
let mut locks: Vec<std::sync::RwLockWriteGuard<_>> = blobs
.iter()
.map(|shared_blob| shared_blob.write().unwrap())
.collect();
let mut slices: Vec<_> = locks
.iter_mut()
.enumerate()
.map(|(i, blob)| {
if i < NUM_DATA {
&mut blob.data[..size]
} else {
&mut blob.data_mut()[..size]
}
})
.collect();
self.reconstruct_blobs(&mut slices, present, size, block_start_idx, slot)
}
}
}