readcon-db
August 24, 2026 · View on GitHub
Mmap-backed CON/convel corpus store (LMDB via Heed), non-SQL selection, xxHash3-128 exact match, and Rust / C / C++ / Python / Fortran bindings.
Part of the readcon ecosystem with readcon-core (Python package readcon):
| Crate / package | Role | Docs |
|---|---|---|
readcon-core / readcon | CON interchange (parse/write/spec v2–v3). XYZ/PDB/GRO → ConFrame via chemfiles (read_chemfiles*), not ASE. Optional to_ase only for calculators. | Core README, docs/orgmode/ |
readcon-db / readcon_db (this repo) | Campaign store: mmap, indexes (natoms, symbols, energy range, forces/velocities/energy flags), multi-reader, dedup. Blobs are CON text decoded with readcon-core. | docs/design.md, Sphinx docs/source/, website/ |
ASE is not on the critical path for reading CON or XYZ in this stack. ASE .db may appear in CSE timing tables; it is not the recommended store.
Install
cargo add readcon-db
cargo install readcon-db --locked # CLI
pip install readcon-db # module readcon_db (PyPI)
# C/C++: FetchContent / meson dependency('readcon-db') / pkg-config
# headers in include/ are shipped; cbindgen is not required
Docs: https://lode-org.github.io/readcon-db/ · API: https://docs.rs/readcon-db · crate: https://crates.io/crates/readcon-db
Quick start (from source)
git clone https://github.com/lode-org/readcon-db
cd readcon-db
cargo test --locked
cargo build --release # libreadcon_db + CLI readcon-db
Optional LODE sibling checkout (edit core + db together): clone both under the same parent, then create untracked .cargo/config.toml in readcon-db:
[patch.crates-io]
readcon-core = { path = "../readcon-core" }
Python extension from a checkout (python/ + maturin):
pip install maturin
maturin develop --release --features python --manifest-path python/pyproject.toml
use readcon_db::{ConCorpus, Select};
let db = ConCorpus::open("/tmp/corpus")?;
db.append_trajectory_path(1, "run.con")?;
// XYZ in: use readcon-core chemfiles → ConFrame → append (see workflows)
let keys = db.select(
&Select::new()
.require_symbol("Cu")
.require_forces()
.exact_composition("Cu:2|H:2")
.fmax_range(0.0, 1.0)
.energy_range(-50.0, 0.0),
)?;
let h = db.frame_hash(keys[0])?;
./target/release/readcon-db ingest-dir /tmp/corpus /path/to/con_files
./target/release/readcon-db select /tmp/corpus --formula 'Cu:2|H:2' --require-forces \
--fmax-max 1.0 --energy-min -50 --energy-max 0
./target/release/readcon-db reindex /tmp/corpus
./target/release/readcon-db dedup-export /tmp/corpus --symbol Cu -o subset.xyz # only if a tool demands XYZ on disk
Foreign trajectories: readcon.read_chemfiles("traj.xyz") → frames → ingest into readcon-db (chemfiles-enabled build), not ase.io.read.
Design
- No SQL engine — explicit indexes + in-process intersection, with ASE.db-competitive screening fields (mass, volume, PBC, reserved metadata, charge/magmom; see design matrix).
- Decode via readcon-core — CON semantics never fork.
- Metadata indexes — finite
energybins; flags for forces, velocities, energy presence. - xxHash3-128 on stored blobs — exact dedup /
find_by_hash. - Many readers, one writer (LMDB). Same-frame MPI: rank 0 of the
caller communicator packs RCSO and
MPI_Bcaston that handle (include/readcon-db-mpi.h, Pythonbcast_packed_frame/bcast_packed_frames). The library neverMPI_Inits and never names the process-wide world communicator; LAMMPS / mpi4py pass the comm they already own. - H5MD interchange —
export_h5md/collect_h5mdwrites one[T][N][3]trajectory (CON stays authority). Engine dest is Å / ps / kJ mol^{-1} Angstrom^{-1}; velocity dest isAngstrom ps-1. Callers stamp units on ingest; missingunits.timeis CONfs. - Node-local drain/join —
shard-ingestthendrainto a unique dest (data.mdbonly, refuse overwrite), thenjoin-drained.compact-joinjoins one sharded root (open_existing).
Full ABI table, logo, Sphinx docs, and site: see docs/, website/, assets/logo/, CHANGELOG.md. Fortran module notes: fortran/ReadConDb/.
License
MIT
Cooked SoA tier
Optional RCSO numerics in frames_soa (opt-in cook). RCSO is
non-authoritative: CON text in frames is the sole authority for hash,
dedup, join/split, and reindex. User doc:
docs/orgmode/cooked-soa.org.