Python bindings for MongrelDB Kit — the application-facing persistence layer (schema model, migrations, relational constraints, query APIs, embedded SQL, storage tuning) for MongrelDB. Runs the columnar engine in-process via PyO3.
Project description
MongrelDB Kit
The application-facing persistence layer for MongrelDB - schema-aware query builder, migrations, relational constraints, and stable semantics across TypeScript, Rust, Python, and CLI surfaces.
Packages And Tools
| Surface | Package / crate | Install or run |
|---|---|---|
| TypeScript | @visorcraft/mongreldb-kit |
npm install @visorcraft/mongreldb-kit @visorcraft/mongreldb |
| Rust | mongreldb-kit |
cargo add mongreldb-kit |
| Python | mongreldb-kit |
pip install mongreldb-kit |
| CLI | mongreldb-kit-cli (mongreldb-kit binary) |
cargo run -p mongreldb-kit-cli -- --help |
What It Provides
- Schema helpers for typed tables, stable table/column ids, defaults, indexes, checks, unique constraints, and foreign keys. Full type set: int64, float64, bool, text, bytes (BLOB), timestamp, date, date64, time64, interval, decimal128, UUID, JSON, and array columns.
- Synchronous TypeScript CRUD/query builder with predicates, ordering, projections, aggregates, joins, subqueries, CTEs, batch inserts, updates, and deletes.
- Rust and Python APIs backed by the same Rust core and verified with cross-language conformance fixtures.
- Migration runner with content-addressed checksums, stored schema catalog, table renames, and SQL views.
- Embedded SQL surface (sql / sqlArrow / sqlRows) with recursive CTEs, window functions, CREATE TABLE AS SELECT, materialized views, multi-statement execution, and a mongreldb_fts_rank relevance-scoring UDF.
- Storage tuning (spill thresholds, compaction zstd, result-cache sizing, index build policy), trigger config, and per-table introspection (run count, page-cache stats, memtable/cache lengths).
- Non-blocking async I/O variants (
putAsync/queryAsync/countAsync/ …) andWriteBuffermicro-batching for high-throughput ingest (TypeScript). - Engine-side trigger management plus SQL-backed virtual/external table helpers.
- Extended SQL Function helpers for JSON, date/time, aggregate, and math-style SQL calls.
- User/role/credentials management with optional storage-layer enforcement: Argon2id-hashed catalog users, roles,
GRANT/REVOKEtable-level permissions, daemon HTTP Basic + Bearer auth, and opt-inrequire_authcredential enforcement (credentialed open/create constructors,enable_auth/disable_auth, offline recovery) - exposed through every language API, the embedded SQL surface, and the CLI (user/role/authsubcommands). - Relational constraint enforcement on top of MongrelDB transactions: not-null, type/range/string validation, unique/composite unique, foreign keys, and cascade/set-null/restrict deletes.
- Multi-process file locking, replication, and change-data-capture via the daemon.
Documentation
- Overview
- TypeScript quickstart
- Rust quickstart
- Python quickstart
- CLI
- Schema DSL
- Types
- Defaults
- Query builder
- Migrations
- Triggers
- Extended SQL & virtual tables
- Constraints
- Transactions
- SQL cancellation and timeouts
- Errors
- Internal tables
- Testing
- Production checklist
History retention and time-travel reads
Both the embedded KitDatabase and the daemon client RemoteDatabase expose
history-retention controls:
// TypeScript
db.setHistoryRetentionEpochs(100); // embedded: number argument
remote.setHistoryRetentionEpochs(100n); // remote: bigint argument
console.log(db.historyRetentionEpochs()); // bigint
console.log(remote.historyRetentionEpochs()); // bigint
console.log(db.earliestRetainedEpoch()); // bigint
# Python (embedded)
db.set_history_retention_epochs(100)
print(db.history_retention_epochs()) # int
print(db.earliest_retained_epoch()) # int
# Python (remote)
remote.set_history_retention_epochs(100)
print(remote.history_retention_epochs())
print(remote.earliest_retained_epoch())
Set retention before writing the data you want to time-travel back to.
Embedded databases initially keep only the latest epoch. The daemon defaults
to 1024 epochs unless MONGRELDB_HISTORY_RETENTION_EPOCHS overrides it.
Increasing retention later cannot restore history that has already been
removed. Read past snapshots with
db.rowsAtEpoch('table', epoch) (embedded) or SELECT ... AS OF EPOCH <epoch>
(embedded SQL and the daemon).
Quick Example
Minimal TypeScript schema and CRUD flow:
TypeScript
import {
KitDatabase,
Schema,
table,
int,
text,
sequenceDefault,
unique,
eq
} from '@visorcraft/mongreldb-kit';
const users = table('users', {
columns: [
int('id', { primaryKey: true, default: sequenceDefault('users_id_seq') }),
text('email', { nullable: false }),
text('name', { nullable: true })
],
primaryKey: 'id',
unique: [unique(['email'], { name: 'users_email_uq' })]
});
const schema = new Schema([users]);
const db = KitDatabase.openSync('./app-data', schema);
db.migrateSync(schema, [
{
version: 1,
name: 'initial',
up({ ensureTable }) {
ensureTable(users);
}
}
]);
const alice = db.insertInto(users)
.values({ email: 'alice@example.com', name: 'Alice' })
.executeSync();
const [row] = db.selectFrom(users)
.where(eq(users.id, alice.id))
.executeSync();
console.log(row);
db.close();
See the language docs for complete runnable examples in TypeScript, Rust, and Python.
Development Notes
- TypeScript requires Node.js 22+ and the native
@visorcraft/mongreldbpeer dependency. - A MongrelDB database path is a data directory, not a single database file.
- In this mono-repo checkout, the TypeScript package loads the native addon from the sibling MongrelDB repo. Build
crates/mongreldb-nodethere withnpm run buildin release mode before benchmarking; stale debug.nodebuilds make bulk paths much slower.
Building and testing
# Rust
rtk cargo check --workspace
rtk cargo test --workspace
# TypeScript
cd packages/kit
rtk npm ci
rtk npm run build
rtk npm run check
rtk npm test
# Python
cd python/mongreldb_kit
rtk python -m venv .venv
rtk .venv/bin/pip install maturin
rtk maturin develop
rtk .venv/bin/pytest ../../python/tests ../../tests/conformance/python
# CLI
rtk cargo run -p mongreldb-kit-cli -- --help
License
MIT OR Apache-2.0
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Details for the file mongreldb_kit-0.59.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.
File metadata
- Download URL: mongreldb_kit-0.59.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Upload date:
- Size: 58.7 MB
- Tags: CPython 3.10, manylinux: glibc 2.17+ ARM64
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
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Provenance
The following attestation bundles were made for mongreldb_kit-0.59.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:
Publisher:
release.yml on visorcraft/MongrelDB-Kit
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
mongreldb_kit-0.59.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl -
Subject digest:
9ddcd8ffef8e94ab217814e7026fa1c2f60a87aca6fb2b8c2584ab89d775e560 - Sigstore transparency entry: 2188234306
- Sigstore integration time:
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Permalink:
visorcraft/MongrelDB-Kit@c6b0075ae76a69aa34688ca73610db0a5b32f9c1 -
Branch / Tag:
refs/tags/v0.59.0 - Owner: https://github.com/visorcraft
-
Access:
public
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Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@c6b0075ae76a69aa34688ca73610db0a5b32f9c1 -
Trigger Event:
push
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Statement type: