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diff --git a/tvix/castore/docs/blobstore-chunking.md b/tvix/castore/docs/blobstore-chunking.md new file mode 100644 index 000000000000..49bbe6927554 --- /dev/null +++ b/tvix/castore/docs/blobstore-chunking.md @@ -0,0 +1,147 @@ +# BlobStore: Chunking & Verified Streaming + +`tvix-castore`'s BlobStore is a content-addressed storage system, using [blake3] +as hash function. + +Returned data is fetched by using the digest as lookup key, and can be verified +to be correct by feeding the received data through the hash function and +ensuring it matches the digest initially used for the lookup. + +This means, data can be downloaded by any untrusted third-party as well, as the +received data is validated to match the digest it was originally requested with. + +However, for larger blobs of data, having to download the entire blob at once is +wasteful, if we only care about a part of the blob. Think about mounting a +seekable data structure, like loop-mounting an .iso file, or doing partial reads +in a large Parquet file, a column-oriented data format. + +> We want to have the possibility to *seek* into a larger file. + +This however shouldn't compromise on data integrity properties - we should not +need to trust a peer we're downloading from to be "honest" about the partial +data we're reading. We should be able to verify smaller reads. + +Especially when substituting from an untrusted third-party, we want to be able +to detect quickly if that third-party is sending us wrong data, and terminate +the connection early. + +## Chunking +In content-addressed systems, this problem has historically been solved by +breaking larger blobs into smaller chunks, which can be fetched individually, +and making a hash of *this listing* the blob digest/identifier. + + - BitTorrent for example breaks files up into smaller chunks, and maintains + a list of sha1 digests for each of these chunks. Magnet links contain a + digest over this listing as an identifier. (See [bittorrent-v2][here for + more details]). + With the identifier, a client can fetch the entire list, and then recursively + "unpack the graph" of nodes, until it ends up with a list of individual small + chunks, which can be fetched individually. + - Similarly, IPFS with its IPLD model builds up a Merkle DAG, and uses the + digest of the root node as an identitier. + +These approaches solve the problem of being able to fetch smaller chunks in a +trusted fashion. They can also do some deduplication, in case there's the same +leaf nodes same leaf nodes in multiple places. + +However, they also have a big disadvantage. The chunking parameters, and the +"topology" of the graph structure itself "bleed" into the root hash of the +entire data structure itself. + +Depending on the chunking parameters used, there's different representations for +the same data, causing less data sharing/reuse in the overall system, in terms of how +many chunks need to be downloaded vs. are already available locally, as well as +how compact data is stored on-disk. + +This can be workarounded by agreeing on only a single way of chunking, but it's +not pretty and misses a lot of deduplication potential. + +### Chunking in Tvix' Blobstore +tvix-castore's BlobStore uses a hybrid approach to eliminate some of the +disadvantages, while still being content-addressed internally, with the +highlighted benefits. + +It uses [blake3] as hash function, and the blake3 digest of **the raw data +itself** as an identifier (rather than some application-specific Merkle DAG that +also embeds some chunking information). + +BLAKE3 is a tree hash where all left nodes fully populated, contrary to +conventional serial hash functions. To be able to validate the hash of a node, +one only needs the hash of the (2) children [^1], if any. + +This means one only needs to the root digest to validate a constructions, and these +constructions can be sent [separately][bao-spec]. + +This relieves us from the need of having to encode more granular chunking into +our data model / identifier upfront, but can make this a mostly a transport/ +storage concern. + +For the some more description on the (remote) protocol, check +`./blobstore-protocol.md`. + +#### Logical vs. physical chunking + +Due to the properties of the BLAKE3 hash function, we have logical blocks of +1KiB, but this doesn't necessarily imply we need to restrict ourselves to these +chunk sizes w.r.t. what "physical chunks" are sent over the wire between peers, +or are stored on-disk. + +The only thing we need to be able to read and verify an arbitrary byte range is +having the covering range of aligned 1K blocks, and a construction from the root +digest to the 1K block. + +Note the intermediate hash tree can be further trimmed, [omitting][bao-tree] +lower parts of the tree while still providing verified streaming - at the cost +of having to fetch larger covering ranges of aligned blocks. + +Let's pick an example. We identify each KiB by a number here for illustrational +purposes. + +Assuming we omit the last two layers of the hash tree, we end up with logical +4KiB leaf chunks (`bao_shift` of `2`). + +For a blob of 14 KiB total size, we could fetch logical blocks `[0..=3]`, +`[4..=7]`, `[8..=11]` and `[12..=13]` in an authenticated fashion: + +`[ 0 1 2 3 ] [ 4 5 6 7 ] [ 8 9 10 11 ] [ 12 13 ]` + +Assuming the server now informs us about the following physical chunking: + +``` +[ 0 1 ] [ 2 3 4 5 ] [ 6 ] [ 7 8 ] [ 9 10 11 12 13 14 15 ]` +``` + +If our application now wants to arbitrarily read from 0 until 4 (inclusive): + +``` +[ 0 1 ] [ 2 3 4 5 ] [ 6 ] [ 7 8 ] [ 9 10 11 12 13 14 15 ] + |-------------| + +``` + +…we need to fetch physical chunks `[ 0 1 ]`, `[ 2 3 4 5 ]` and `[ 6 ] [ 7 8 ]`. + + +`[ 0 1 ]` and `[ 2 3 4 5 ]` are obvious, they contain the data we're +interested in. + +We however also need to fetch the physical chunks `[ 6 ]` and `[ 7 8 ]`, so we +can assemble `[ 4 5 6 7 ]` to verify both logical chunks: + +``` +[ 0 1 ] [ 2 3 4 5 ] [ 6 ] [ 7 8 ] [ 9 10 11 12 13 14 15 ] +^ ^ ^ ^ +|----4KiB----|------4KiB-----| +``` + +Each physical chunk fetched can be validated to have the blake3 digest that was +communicated upfront, and can be stored in a client-side cache/storage, so +subsequent / other requests for the same data will be fast(er). + +--- + +[^1]: and the surrounding context, aka position inside the whole blob, which is available while verifying the tree +[bittorrent-v2]: https://blog.libtorrent.org/2020/09/bittorrent-v2/ +[blake3]: https://github.com/BLAKE3-team/BLAKE3 +[bao-spec]: https://github.com/oconnor663/bao/blob/master/docs/spec.md +[bao-tree]: https://github.com/n0-computer/bao-tree |