Block Builder and Block Iterator
This is a legacy version of the Mini-LSM tutorial and we will not maintain it anymore. We now have a better version of this tutorial and this chapter is now part of Mini-LSM Week 1 Day 3: Blocks.
In this part, you will need to modify:
src/block/builder.rs
src/block/iterator.rs
src/block.rs
You can use cargo x copy-test day1
to copy our provided test cases to the starter code directory. After you have
finished this part, use cargo x scheck
to check the style and run all test cases. If you want to write your own
test cases, write a new module #[cfg(test)] mod user_tests { /* your test cases */ }
in block.rs
. Remember to remove
#![allow(...)]
at the top of the modules you modified so that cargo clippy can actually check the styles.
Task 1 - Block Builder
Block is the minimum read unit in LSM. It is of 4KB size in general, similar to database pages. In each block, we will store a sequence of sorted key-value pairs.
You will need to modify BlockBuilder
in src/block/builder.rs
to build the encoded data and the offset array.
The block contains two parts: data and offsets.
---------------------------------------------------------------------
| data | offsets | meta |
| ----- | ------- | ----- |
| entry | entry | entry | entry | offset | offset | offset | offset | num_of_elements |
---------------------------------------------------------------------
When user adds a key-value pair to a block (which is an entry), we will need to serialize it into the following format:
-----------------------------------------------------------------------
| Entry #1 | ... |
-----------------------------------------------------------------------
| key_len (2B) | key (keylen) | value_len (2B) | value (varlen) | ... |
-----------------------------------------------------------------------
Key length and value length are both 2 bytes, which means their maximum lengths are 65535. (Internally stored as u16
)
We assume that keys will never be empty, and values can be empty. An empty value means that the corresponding key has
been deleted in the view of other parts of the system. For the BlockBuilder
and BlockIterator
,
we just treat the empty value as-is.
At the end of each block, we will store the offsets of each entry and the total number of entries. For example, if the first entry is at 0th position of the block, and the second entry is at 12th position of the block.
-------------------------------
|offset|offset|num_of_elements|
-------------------------------
| 0 | 12 | 2 |
-------------------------------
The footer of the block will be as above. Each of the number is stored as u16
.
The block has a size limit, which is target_size
. Unless the first key-value pair exceeds the target block size, you
should ensure that the encoded block size is always less than or equal to target_size
.
(In the provided code, the target_size
here is essentially the block_size
)
The BlockBuilder
will produce the data part and unencoded entry offsets when build
is called. The information will
be stored in the Block
struct. As key-value entries are stored in raw format and offsets are stored in a separate
vector, this reduces unnecessary memory allocations and processing overhead when decoding data —— what you need to do
is to simply copy the raw block data to the data
vector and decode the entry offsets every 2 bytes, instead of
creating something like Vec<(Vec<u8>, Vec<u8>)>
to store all the key-value pairs in one block in memory. This compact
memory layout is very efficient.
For the encoding and decoding part, you'll need to modify Block
in src/block.rs
.
Specifically, you are required to implement Block::encode
and Block::decode
,
which will encode to / decode from the data layout illustrated in the above figures.
Task 2 - Block Iterator
Given a Block
object, we will need to extract the key-value pairs. To do this, we create an iterator over a block and
find the information we want.
BlockIterator
can be created with an Arc<Block>
. If create_and_seek_to_first
is called, it will be positioned at
the first key in the block. If create_and_seek_to_key
is called, the iterator will be positioned at the first key
that is >=
the provided key. For example, if 1, 3, 5
is in a block.
#![allow(unused)] fn main() { let mut iter = BlockIterator::create_and_seek_to_key(block, b"2"); assert_eq!(iter.key(), b"3"); }
The above seek 2
will make the iterator to be positioned at the next available key of 2
, which in this case is 3
.
The iterator should copy key
and value
from the block and store them inside the iterator, so that users can access
the key and the value without any extra copy with fn key(&self) -> &[u8]
, which directly returns the reference of the
locally-stored key and value.
When next
is called, the iterator will move to the next position. If we reach the end of the block, we can set key
to empty and return false
from is_valid
, so that the caller can switch to another block if possible.
After implementing this part, you should be able to pass all tests in block/tests.rs
.
Extra Tasks
Here is a list of extra tasks you can do to make the block encoding more robust and efficient.
Note: Some test cases might not pass after implementing this part. You might need to write your own test cases.
- Implement block checksum. Verify checksum when decoding the block.
- Compress / Decompress block. Compress on
build
and decompress on decoding.
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Found an issue? Create an issue / pull request on github.com/skyzh/mini-lsm.
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