diff options
Diffstat (limited to 'tvix/castore/docs')
-rw-r--r-- | tvix/castore/docs/verified-streaming.md | 121 |
1 files changed, 121 insertions, 0 deletions
diff --git a/tvix/castore/docs/verified-streaming.md b/tvix/castore/docs/verified-streaming.md new file mode 100644 index 000000000000..24197d90a013 --- /dev/null +++ b/tvix/castore/docs/verified-streaming.md @@ -0,0 +1,121 @@ +# Verified streaming + +`//tvix/castore` is a content-addressed storage system, using [blake3] as hash +function. + +This means 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 to be able +to determine whether it's correct before being able to return it to an upper +layer takes a lot of time, and is wasteful, if we're only interested in a small +portion of it. + +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 + +This problem has historically been solved by exchanging a list of smaller +chunks, which can be fetched individually. + +BitTorrent for example breaks files up into smaller chunks, and maintains a list +of sha1 digests for each of these chunks. After the list has been fetched, this +allows fetching smaller parts of data selectively from untrusted third-parties. + +Similarly, IPFS uses its IPLD model to content-address a Merkle DAG of chunk +nodes. + +While these approaches solve the problem of being able to fetch smaller chunks, +they have a big disadvantage: the chunking parameters, and the topology of +the graph structure itself "bleed" into the hash of the entire data structure +itself. + +This comes with some disadvantages: + +Depending on the chunking parameters used, there's different representations for +the same data, causing less data sharing/reuse in the overall content- addressed +system, both when downloading data from third-parties, as well as benefiting +from data already available locally. + +This can be workarounded by agreeing on only single way of chunking, but it's +not pretty. + +## Chunking in tvix-castore + +tvix-castore uses BLAKE3 as a digest function, which internally uses a fixed +chunksize of 1024 bytes. + +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, if any. + +This means one only needs to the root digest to validate a construction, and +lower levels of the tree can be omitted. + +This relieves us from the need of having to communicate more granular chunking +upfront, and making it part of our data model. + +## 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. + +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. + +## Actual implementation + + -> BlobService.Read() gets the capability to read chunks as well + -> BlobService.Stat() can hand out a list of chunks with a given chunksize if asked so. + rq params: send_bao bool + server should be able to offer bao all the way down to 1k + some open questions w.r.t sending the whole bao until there, or just + all the hashes on the "most granular" level + -> we can recreate everything above up to the root hash. + -> can we maybe add this to n0-computer/bao-tree as another outboard format? + resp: + - bao_shift: how many levels on the bottom were skipped. + 0 means send all the leaf node hashes (1K block size) + - "our bao": blake3 digests for a given static chunk size + path down to the last leaf node and its data (length proof) + - list of (b3digest,size) of all physical chunks. + The server can do some CDC on ingestion, and communicate these chunks here. + Chunk sizes should be a "reasonable size", TBD, probably something between 512K-4M + +Depending on the bao depth received from the server, we end up with a logical +size of chunks that can be fetched in an authenticated fashion. + +Assuming the bao chunk size received is 4(*1KiB bytes) (`bao_shift` of 2), and a +total blob size of 14 (*1KiB bytes), we can fetch +`[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 ]` + +To read from 0 until 4 (inclusive), 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 that logical chunk. + +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. + +If it's not there, the client can use the `BlobService.Read()` interface with +the *physical chunk digest*. + +--- + +[blake3]: https://github.com/BLAKE3-team/BLAKE3 \ No newline at end of file |