agnes (Python)
Python port of agnes-library — a type-hinted database
toolkit with a Rust core (pool, SQL parser, self-invalidating cache) exposed
via PyO3. Same schema DSL, query builder, relations and cache
as the TypeScript version; synchronous API.
Install
pip install agnes-library # imports as `agnes`
Build from source (needs Rust + maturin):
cd agnes-py && maturin develop --release
Schema
table(def, "physical_name"). Columns: int_, bigint, text, bool_, float_, bytes_, json_
(trailing _ avoids shadowing builtins). Modifiers: .primary(), .nullable(),
.default(v), .autoincrement(), .index("n"), .unique_index("n").
Relations: one(target, local_key, target_key, OnAction, OnAction), many(target, fk).
from agnes import table, int_, text, bool_, one, many, OnAction
schema = {
"user": table({
"id": int_("id").primary().autoincrement(),
"name": text("name").index("name_idx"),
"email": text("email").unique_index("email_idx"),
"active": bool_("active").default(True),
"posts": many("post", "userId"),
}, "users"),
"post": table({
"id": int_("id").primary().autoincrement(),
"userId": int_("user_id"),
"user": one("user", "userId", "id", OnAction.NONE, OnAction.CASCADE),
}, "posts"),
}
Grouped (multi-schema) form flattens to a dotted key you select by — the
relation target must use that dotted key:
schema = {"legislativo": {"etapas": table({...}, "legislativo.etapas")}}
# db.select("legislativo.etapas"); many("legislativo.etapas", "...")
Client
from agnes import AgnesClient, eq, gt, query
db = AgnesClient.create(
{
"driver": "postgres", # "postgres" | "mysql" | "sqlite"
"url": "postgres://user:pass@host/db",
# connection pool tuning (all optional):
"max_connections": 10, # hard cap (default 10)
"min_connections": 0, # kept warm while idle (default 0)
"acquire_timeout_secs": 30, # wait for a free connection
"idle_timeout_secs": 600, # close after this idle time
"max_lifetime_secs": 1800, # recycle after this lifetime
"strip_timezone": True, # optional: timestamps as naive ISO (no offset)
"cache": {"enabled": True, "wal_path": ".agnes/cache.wal"},
# read/write splitting (master/slave), all optional:
"replicas": ["postgres://replica-1/db", "postgres://replica-2/db"],
"master_read_penalty": 100, # bias reads toward replicas (default 100)
"replica_cooldown_secs": 5, # skip a replica this long after it errors
},
schema,
)
# With `replicas`, `url` is the write master: writes/transactions go there,
# reads are load-balanced to the least-busy node (master included, penalized).
U = db._schema["user"].c # column accessor: U.age, U["age"]
rows = (db.select("user")
.where(gt(U.age, 18), eq(U.active, True))
.order_by(U.name, "asc")
.limit(50)
.ttl(60) # cache 60s, auto-invalidated on write
.all())
with_posts = db.select("user").include({"posts": query().limit(3)}).all()
# pagination: limit/offset, or page(page, per_page) (1-based) — pair with order_by
page3 = db.select("user").order_by(U.id).page(3, 20).all() # rows 41–60
same = db.select("user").order_by(U.id).limit(20).offset(40).all()
# choosing columns — two styles (`from_` has a trailing _ since `from` is a keyword):
db.select("user").all() # table-first, all columns
db.select().from_("user").all() # projection-first, all columns
db.select("name", "email").from_("user").all() # only these columns
db.select().from_("user").omit("password").all() # everything except password
# read-your-writes: force this read onto the master (skips lagging replicas)
fresh = db.select().from_("user").fresh_read().all()
# stream large results row-by-row (constant memory; server-side cursor on Postgres)
for user in db.select("user").where(gt(U.age, 18)).stream(batch_size=1000):
process(user)
# not available in a transaction; incompatible with include()
db.insert_into("user").values({"name": "Ana", "age": 30})
# bulk insert — one statement, auto-chunked to the param limit; missing keys → NULL
db.insert_into("user").values([{"name": "Ana"}, {"name": "Bia", "age": 20}])
# upsert — on_conflict(*cols) with merge()/ignore()
db.insert_into("user").on_conflict(U.id).merge().values({"id": 1, "name": "Ana"})
db.insert_into("user").on_conflict(U.email).merge(U.name).values({"email": "a@x", "name": "Ana"})
db.insert_into("user").on_conflict(U.id).ignore().values({"id": 1, "name": "Ana"})
db.update("user", {"active": False}).where(eq(U.id, 1)).run()
db.delete_from("post").where(eq(db._schema["post"].c.id, 2)).run()
# returning() — get the affected rows back (Postgres/SQLite; raises on MySQL)
created = db.insert_into("user").returning().values({"name": "Ana"})
updated = db.update("user", {"age": 31}).where(eq(U.id, 5)).returning(U.id, U.age).run()
deleted = db.delete_from("post").where(eq(P.id, 9)).returning().run()
# raw SQL fallback
db.query("SELECT * FROM users WHERE age > $1", [18], {"ttl": 30})
db.mutate("UPDATE users SET active = $1 WHERE id = $2", [False, 1])
Schema push
Create the tables and indexes the schema describes — idempotent (CREATE ... IF NOT EXISTS), dependency-ordered so foreign-key targets come first. Only
creates what's missing; never alters or drops (diff migrations are separate).
db.push_schema() # create missing tables + indexes
sql = db.schema_ddl() # inspect the statements (list[str])
Types map per-dialect; .autoincrement() → SERIAL / AUTO_INCREMENT /
INTEGER PRIMARY KEY AUTOINCREMENT; one(...) relations emit FOREIGN KEY
constraints with their on-update/delete actions.
Transactions
Interactive transactions, Prisma-style. db.transaction(fn) calls fn(tx) with
the same query API on one connection; commits when it returns, rolls back and
re-raises if it raises.
def transfer(tx):
tx.update("account", {"balance": 60}).where(eq(acc.id, 1)).run()
tx.update("account", {"balance": 40}).where(eq(acc.id, 2)).run()
# raise here → both updates roll back
db.transaction(transfer)
Operators (leaves): eq, neq, gt, gte, lt, lte, like, ilike,
in_array(col, [...]), not_in_array(col, [...]), is_null(col),
is_not_null(col), between(col, lo, hi). Combine/nest with and_(...),
or_(...), not_(...). where(a, b) means a AND b.
from agnes import eq, or_, in_array, is_null, not_
db.select("user").where(
eq(U.active, True),
or_(in_array(U.role, ["admin", "mod"]), is_null(U.role)),
not_(eq(U.age, 0)),
).all()
Aggregations — count, sum_, avg, min_, max_ with .group_by(...) and
.having(agg, op, value); terminal .aggregate({...}) returns one row per group:
from agnes import count, sum_, avg
db.select("order") \
.where(gt(O.total, 0)) \
.group_by(O.user_id) \
.having(sum_(O.total), ">", 100) \
.aggregate({"spent": sum_(O.total), "orders": count(), "avg_total": avg(O.total)})
count() with no argument is COUNT(*). (sum_/min_/max_ are underscored to
avoid shadowing Python builtins.)
query() (for include) has .where, .order_by, .limit,
.select(*cols), .type("left"|"inner"). SQL joins:
.left_join/.inner_join/.right_join/.full_join("tbl", on(a, b)).
Prior art
The query API is inspired by Drizzle (fluent
builder, eq/gt-style condition helpers) and Prisma
(typed relations, interactive transactions). The feel is deliberately
familiar, but the entire implementation is original work written from scratch —
no source code from those projects is used or derived. "Drizzle" and "Prisma"
are trademarks of their respective owners.
License
MIT OR Apache-2.0
Metadata
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Release files / agnes_library-0.0.14-cp312-cp312-macosx_11_0_arm64.whl
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|---|---|
| Size | 3.0 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
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Release files / agnes_library-0.0.14-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | agnes_library-0.0.14-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
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Release files / agnes_library-0.0.14-cp311-cp311-win_amd64.whl
| Download URL | agnes_library-0.0.14-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.11 Windows x86-64 |
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Release files / agnes_library-0.0.14-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | agnes_library-0.0.14-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | agnes_library-0.0.14-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.0 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | agnes_library-0.0.14-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp310-cp310-win_amd64.whl
| Download URL | agnes_library-0.0.14-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.10 Windows x86-64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | agnes_library-0.0.14-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | agnes_library-0.0.14-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | agnes_library-0.0.14-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / agnes_library-0.0.14-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | agnes_library-0.0.14-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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uv/0.11.28 {"installer":{"name":"uv","version":"0.11.28","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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