ObjectStoreStorage (feature `object-store`, pure Rust) reads one object of any object_store store by ranged get_opts, pinned at open by a head request: If-Match with its ETag (and the ETag and size of every response compared), else its version or modification time. A change is RemoteError::FileChanged. object_store is async and Storage is not, so the storage owns a small multi-threaded tokio runtime (two workers) and blocks the calling thread on it; the ranges of one read_ranges call are fetched concurrently (up to 8). From inside another tokio runtime it refuses with RemoteError::Usage instead of blocking a worker, and it shuts its runtime down in the background on drop so dropping it in async code does not panic. open_object(store, path, options) opens a file through a block cache (first block prefetched); open_url accepts s3://, gs:// and az:// with the `s3`, `gcs` and `azure` features, configured from the environment by object_store's from_env builders. Those pull object_store's cloud clients and aws-lc-rs (C), so they are opt-in; without them the URL is a clean UnsupportedScheme error naming the feature. Tests against object_store's in-memory and local-file stores (no cloud): every fixture's transcript equals File::open's, a multi-block object is fetched in coalesced block runs, an object replaced while open is an error, and a missing object or a read from inside a runtime is a clean error. ci-test.sh lints all backends, runs these tests (with s3 for its URL parsing test) and checks object-store for C in the no-C step. Co-Authored-By: Claude Opus 5.5 (1M context) <[email protected]>
4.8 KiB
clawhdf5-remote
Read HDF5 files where they live — on an HTTP(S) server or in an object store (S3, GCS, Azure) — with clawhdf5, without downloading them first.
let file = clawhdf5_remote::open_url("http://127.0.0.1:8000/data.h5")?;
let temps = file.dataset("/grid/temperature")?.read_f64()?;
The result is an ordinary clawhdf5::File: groups, datasets, attributes,
selections, variable-length data. Only the bytes an operation needs are
fetched, by Range requests, through a block cache.
How it reads
- Block cache (
BlockCache, mandatory for remote files; seedocs/design/range-reads.md§2): aligned blocks of 1 MiB by default, LRU with a byte budget (64 MiB by default), the missing blocks of one read fetched as runs of consecutive blocks (a gap of one block is fetched to merge two runs), each request at most 8 MiB, the requests of one read in parallel. A read that misses more than half the budget is not kept, so a big dataset read does not evict the metadata. Readers on several threads share one cache; a block is never fetched twice at once — a second reader waits for the first one's request. - Opening costs one request: a
GETof the first block, whoseContent-Rangegives the file's length. HDF5 files keep the superblock and usually the root group's metadata there, so listing a small file often needs nothing more. - Pinned to one version of the file: a strong
ETagis sent back asIf-Match(elseLast-ModifiedasIf-Unmodified-Since) and checked on every response, as is the length. A file replaced while open is an error (RemoteError::FileChanged), never a mix of old and new bytes. A server with neither validator can only be checked by length;HttpOptions::require_validatorrefuses it. - Servers that ignore
Range(answer200with the whole file) are refused (RemoteError::RangeNotSupported) without reading the body, unlessHttpOptions::allow_full_downloadis set; then the file is downloaded once and read from memory. - Retries: connection failures, timeouts,
408/429/5xxand bodies that end early are retried with exponential backoff (3 retries, from 200 ms). Bodies are requested withAccept-Encoding: identity; an encoded body is refused.
The zero-copy methods of clawhdf5 (read_raw_ref, read_*_zerocopy,
File::as_bytes) borrow the whole file from memory, so they are errors
(as_bytes a panic; use File::contiguous_bytes) on a remote file.
Features
| Feature | What | C code |
|---|---|---|
http (default) |
http:// through ureq, no TLS |
none |
https |
https:// through rustls, ring provider, Mozilla roots |
ring (C and assembly) |
object-store |
ObjectStoreStorage and open_object over any object_store store (in-memory, local files, or one you configure) |
none |
s3, gcs, azure |
s3://bucket/key, gs://bucket/key, az://container/key in open_url, configured from the environment (AWS_*, GOOGLE_*, AZURE_*) as object_store's from_env builders read it |
aws-lc-rs (object_store's cloud clients) |
The default build and object-store compile no C (scripts/ci-test.sh
checks both).
Object stores
object_store is async; Storage is synchronous (parsing is CPU work).
ObjectStoreStorage owns a small tokio runtime (two worker threads) and
blocks the calling thread on it for each read, so it is read from ordinary
threads, several at once. From inside an async runtime it refuses
(RemoteError::Usage) rather than block a worker: read in
tokio::task::spawn_blocking. The object is pinned by its ETag
(If-Match, and compared on every response), else its version or
modification time, and its size. The ranges of one read are fetched
concurrently (up to 8).
use std::sync::Arc;
use clawhdf5_remote::object_store::{memory::InMemory, ObjectStore};
let store: Arc<dyn ObjectStore> = Arc::new(InMemory::new());
// ... put a file at "data.h5" ...
let (file, cache) = clawhdf5_remote::open_object(store, "data.h5", &Default::default())?;
The tests use object_store's in-memory and local-file stores; no cloud account is needed. The cloud schemes are only built (and unit-tested for URL parsing) in CI, not run against a real bucket.
Counting requests
use clawhdf5_remote::{storage_for_url, Options};
let storage = storage_for_url(url, &Options::default())?;
let file = clawhdf5::File::open_storage(storage.clone())?;
// ... read ...
let s = storage.stats(); // requests, bytes_fetched, hits, misses, cached_bytes, ...
cargo run -p clawhdf5-remote --example range_server -- DIR serves a
directory with range support (the server the tests use), and
cargo run -p clawhdf5-remote --example read_url -- URL [DATASET] lists a
file and prints what it cost.