Skip to main content

Vention Storage

A framework for storing and managing component and application data with persistence, validation, and audit trails for machine applications.

Table of Contents

✨ Features

  • Persistent storage with SQLite
  • Automatic audit trails (who, when, what changed)
  • Strong typing & validation via SQLModel
  • Lifecycle hooks before/after insert, update, delete
  • Soft delete with deleted_at fields
  • ConnectRPC bundle generation with Create, Read, Update, Delete + audit
  • Health & monitoring actions (audit log, schema diagram)
  • Batch operations for insert/delete
  • Session management with smart reuse & transactions
  • Bootstrap system for one-command setup
  • Opt-in SQLite auto-migrations for safe additive schema changes
  • CSV export/import for backups and migration
  • Database backup/restore with integrity checking

🧠 Concepts & Overview

Vention Storage is a component-based persistence layer for machine apps:

  • Database → SQLite database with managed sessions and transactions
  • ModelAccessor → Strongly-typed Create, Read, Update, Delete interface for your SQLModel classes
  • Hooks → Functions that run before/after Create, Read, Update, Delete operations
  • AuditLog → Automatically records all data mutations
  • RpcBundle → Auto-generated ConnectRPC bundle with Create, Read, Update, Delete + database management actions

⚙️ Installation & Setup

pip install vention-storage

Optional dependencies:

  • sqlalchemy-schemadisplay and Graphviz → enable database schema visualization

MacOS:

brew install graphviz
pip install sqlalchemy-schemadisplay

Linux (Debian/Ubuntu)

sudo apt-get install graphviz
pip install sqlalchemy-schemadisplay

🚀 Quickstart Tutorial

Define a model, bootstrap storage, and get full Create, Read, Update, Delete RPC actions in minutes:

from datetime import datetime
from typing import Optional
from sqlmodel import Field, SQLModel
from communication.app import VentionApp
from storage.bootstrap import bootstrap
from storage.accessor import ModelAccessor
from storage.vention_communication import build_storage_rpc_bundle

class User(SQLModel, table=True):
    id: Optional[int] = Field(default=None, primary_key=True)
    name: str
    email: str
    deleted_at: Optional[datetime] = Field(default=None, index=True)

# Initialize database
bootstrap(
    database_url="sqlite:///./my_app.db",
    auto_migrate=True,
)

# Create accessor
user_accessor = ModelAccessor(User, "users")

# Build RPC bundle and add to app
app = VentionApp(name="my-app")
storage_bundle = build_storage_rpc_bundle(
    accessors=[user_accessor],
    max_records_per_model=100,
    enable_db_actions=True
)
app.register_rpc_plugin(storage_bundle)
app.finalize()

➡️ You now have Create, Read, Update, Delete, audit, backup, CSV, and opt-in startup migrations available via ConnectRPC.

auto_migrate=True is intentionally conservative. It supports creating missing tables, adding safe columns, backfilling scalar defaults, and creating missing indexes. Destructive or ambiguous changes still require a manual migration.

🛠 How-to Guides

Bootstrap Multiple Models

# user_accessor was created earlier in the Quickstart example
# Reuse it here to bootstrap multiple models at once

class Product(SQLModel, table=True):
    id: Optional[int] = Field(default=None, primary_key=True)
    name: str
    sku: str

product_accessor = ModelAccessor(Product, "products")

# Build bundle with multiple accessors
storage_bundle = build_storage_rpc_bundle(
    accessors=[user_accessor, product_accessor],
    max_records_per_model=100,
    enable_db_actions=True
)
app.register_rpc_plugin(storage_bundle)

Export to CSV

# Using ConnectRPC client
from communication.client import ConnectClient

client = ConnectClient("http://localhost:8000")
response = await client.call("Database_ExportZip", {})
with open("backup.zip", "wb") as f:
    f.write(response.data)

Backup & Restore

# Backup
backup_response = await client.call("Database_BackupSqlite", {})
with open(backup_response.filename, "wb") as f:
    f.write(backup_response.data)

# Restore
with open("backup.sqlite", "rb") as f:
    restore_response = await client.call(
        "Database_RestoreSqlite",
        {
            "bytes": f.read(),
            "filename": "backup.sqlite",
            "integrity_check": True,
            "dry_run": False
        }
    )

Use Lifecycle Hooks

@user_accessor.before_insert()
def validate_email(session, instance):
    if "@" not in instance.email:
        raise ValueError("Invalid email")

@user_accessor.after_insert()
def log_creation(session, instance):
    print(f"User created: {instance.name}")

Query Audit Logs

from storage.auditor import AuditLog
from storage import database
from sqlmodel import select

with database.transaction() as session:
    logs = session.exec(select(AuditLog).where(AuditLog.component == "users")).all()

Using the model accessors

# Create
user = user_accessor.insert(User(name="Alice", email="alice@example.com"), actor="admin")

# Read
user = user_accessor.get(user.id)

# Update
user.name = "Alice Smith"
user_accessor.save(user, actor="admin")

# Delete
user_accessor.delete(user.id, actor="admin")

# Restore (for soft-deleted models)
user_accessor.restore(user.id, actor="admin")

# Find users by exact match
users = user_accessor.find(user_accessor.where.email == "alice@example.com")

# Multiple conditions (AND logic)
users = user_accessor.find(
    user_accessor.where.name == "Alice",
    user_accessor.where.email == "alice@example.com"
)

# Comparison operators
recent_users = user_accessor.find(user_accessor.where.id > 10)
first_users = user_accessor.find(user_accessor.where.id <= 5)

# String operations
smiths = user_accessor.find(user_accessor.where.name.contains("Smith"))
gmail_users = user_accessor.find(user_accessor.where.email.endswith("@gmail.com"))
search = user_accessor.find(user_accessor.where.name.ilike("%alice%"))  # case-insensitive

# Collection check
selected_users = user_accessor.find(
    user_accessor.where.email.in_(["alice@example.com", "bob@example.com"])
)

# Null checks
active_users = user_accessor.find(user_accessor.where.deleted_at.is_(None))
deleted_users = user_accessor.find(user_accessor.where.deleted_at.isnot(None))

# With pagination and sorting
page = user_accessor.find(
    user_accessor.where.email.contains("@example.com"),
    limit=10,
    offset=20,
    order_by="id",
    order_desc=True
)

# Include soft-deleted records
all_users = user_accessor.find(
    user_accessor.where.email.contains("@example.com"),
    include_deleted=True
)

Using ConnectRPC Client

Once the bundle is added to your VentionApp, each ModelAccessor automatically exposes full CRUD actions via ConnectRPC.

Example: interacting with the Users RPC actions.

import { createPromiseClient } from "@connectrpc/connect";
import { createConnectTransport } from "@connectrpc/connect-web";

const transport = createConnectTransport({
  baseUrl: "http://localhost:8000",
});

const client = createPromiseClient(YourServiceClient, transport);

// Create
export async function createUser(name: string, email: string) {
  const res = await client.usersCreateRecord({
    record: { name, email },
    actor: "operator"
  });
  return res.record;
}

// Read
export async function getUser(id: number) {
  const res = await client.usersGetRecord({
    recordId: id,
    includeDeleted: false
  });
  return res.record;
}

// Update
export async function updateUser(id: number, name: string) {
  const res = await client.usersUpdateRecord({
    recordId: id,
    record: { name },
    actor: "operator"
  });
  return res.record;
}

// Delete (soft delete if model supports deleted_at)
export async function deleteUser(id: number) {
  await client.usersDeleteRecord({
    recordId: id,
    actor: "operator"
  });
}

// Restore
export async function restoreUser(id: number) {
  const res = await client.usersRestoreRecord({
    recordId: id,
    actor: "operator"
  });
  return res.record;
}

// List
export async function listUsers() {
  const res = await client.usersListRecords({
    includeDeleted: false
  });
  return res.records;
}

// Find by exact match
export async function findUserByEmail(email: string) {
  const res = await client.usersFindRecords({
    filters: [
      { field: "email", operation: "eq", value: email }
    ]
  });
  return res.records;
}

// Find with multiple conditions (AND logic)
export async function findNamedUser(name: string, email: string) {
  const res = await client.usersFindRecords({
    filters: [
      { field: "name", operation: "eq", value: name },
      { field: "email", operation: "eq", value: email }
    ]
  });
  return res.records;
}

// Find with null checks
export async function findDeletedUsers() {
  const res = await client.usersFindRecords({
    filters: [
      { field: "deleted_at", operation: "is_not_null" }
    ]
  });
  return res.records;
}

// Complex query example
export async function findRecentUsers(minId: string) {
  const res = await client.usersFindRecords({
    filters: [
      { field: "email", operation: "contains", value: "@example.com" },
      { field: "id", operation: "gte", value: minId },
      { field: "deleted_at", operation: "is_null" }
    ],
    limit: 50,
    orderBy: "id",
    orderDesc: true
  });
  return res.records;
}

Filter Operations Reference

Operation Description
eq Exact match
ne Not equal to value
gt Greater than value
gte Greater than or equal
lt Less than value
lte Less than or equal
in Value in array
not_in Value not in array
contains Field contains substring
startswith Field starts with prefix
endswith Field ends with suffix
like Case-insensitive pattern match
is_null Field is null (no value needed)
is_not_null Field is not null (no value needed)

📖 API Reference

bootstrap

def bootstrap(
    *,
    database_url: Optional[str] = None,
    auto_migrate: bool = False,
) -> None

Initialize the database engine and ensure the schema exists.

When auto_migrate=False, bootstrap() creates all tables from SQLModel.metadata.

When auto_migrate=True, bootstrap() plans and applies supported SQLite schema migrations using SQLModel.metadata. All models must be imported before calling bootstrap() so they are present in SQLModel.metadata.

build_storage_rpc_bundle

def build_storage_rpc_bundle(
    *,
    accessors: Sequence[ModelAccessor[Any]],
    max_records_per_model: Optional[int] = 5,
    enable_db_actions: bool = True,
) -> RpcBundle

Build a ConnectRPC RpcBundle exposing CRUD and database utilities. Returns an RpcBundle that can be registered on a VentionApp using app.register_rpc_plugin().

ModelAccessor

ModelAccessor(
    model: Type[ModelType],
    component_name: str,
    *,
    enable_auditing: bool = True,
)

Read

  • get(id, include_deleted=False) -> Optional[ModelType]
  • all(include_deleted=False) -> List[ModelType]

Write

  • insert(obj, actor="internal") -> ModelType
  • save(obj, actor="internal") -> ModelType
  • delete(id, actor="internal") -> bool
  • restore(id, actor="internal") -> bool

Batch

  • insert_many(objs, actor="internal") -> List[ModelType]
  • delete_many(ids, actor="internal") -> int

Hooks

  • @accessor.before_insert()
  • @accessor.after_insert()
  • @accessor.before_update()
  • @accessor.after_update()
  • @accessor.before_delete()
  • @accessor.after_delete()

Parameters

  • enable_auditing: If False, disables audit logging for this accessor. Useful for models that shouldn't be audited (e.g., audit logs themselves). Defaults to True.

Database Helpers

  • database.set_database_url(url: str) -> None
  • database.get_engine() -> Engine
  • database.transaction() -> Iterator[Session]
  • database.use_session(session: Optional[Session] = None) -> Iterator[Session]

AuditLog model

class AuditLog(SQLModel, table=True):
    id: int
    timestamp: datetime
    component: str
    record_id: int
    operation: str
    actor: str
    before: Optional[Dict[str, Any]]
    after: Optional[Dict[str, Any]]

🔍 Troubleshooting & FAQ

  • Diagram endpoint fails → Ensure Graphviz + sqlalchemy-schemadisplay are installed.
  • No audit actor shown → Provide an X-User header in API requests.
  • Soft delete not working → Your model must have a deleted_at field.
  • Restore fails → Ensure integrity_check=True passes when restoring backups.
  • Auto-migrate rejects my schema change → Only additive SQLite changes are supported automatically. Type changes, destructive edits, FK/PK changes, unique-constraint additions, and ambiguous renames still need a manual migration.

Metadata

Release files for vention-storage 0.18.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for vention-storage 0.18.4
File Size Uploaded
vention_storage-0.18.4.tar.gz 41.1 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for vention-storage 0.18.4
File Interpreter ABI Platform
vention_storage-0.18.4-py3-none-any.whl Python 3 none any Details

Total release size: 73.2 kB

Release files / vention_storage-0.18.4.tar.gz

Download URL vention_storage-0.18.4.tar.gz
Size 41.1 kB
Tags Source
SHA-256 checksum
How to use checksums
7b6794d98483f97f9a2f200c796733d01004bfc1537161e9caa09b53f8ddb718
BLAKE2b-256 checksum
How to use checksums
bc0344f23edb135c16f8c43dd9dacc7269727323a053e358800ee1e0e66c562f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.6.9

Release files / vention_storage-0.18.4-py3-none-any.whl

Download URL vention_storage-0.18.4-py3-none-any.whl
Size 32.1 kB
Tags Python 3
SHA-256 checksum
How to use checksums
e0e828af2bd95eae62a1c3ad973a153ad826ae7d267662c1b1009ca7ce26646b
BLAKE2b-256 checksum
How to use checksums
bf101cfa4a368f1a10f09b6375e215ce4df0289480eb8fb65546bdf88bcc8385
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.6.9

Release history Release notifications | RSS feed

0.20.3

2 release files

0.20.2

2 release files

0.20.1

2 release files

0.20.0

2 release files

0.19.2

2 release files

0.18.9

2 release files

0.18.8

2 release files

0.18.7

2 release files

0.18.6

2 release files

0.18.5

2 release files

This release

0.18.4 This release

2 release files

0.18.3

2 release files

0.18.2

2 release files

0.18.1

2 release files

0.18.0

2 release files

0.17.7

2 release files

0.17.0

2 release files

0.16.4

2 release files

0.16.3

2 release files

0.16.2

2 release files

0.16.1

2 release files

0.16.0

2 release files

0.15.1

2 release files

0.15.0

2 release files

0.14.0

2 release files

0.13.2

2 release files

0.13.1

2 release files

0.13.0

2 release files

0.12.8

2 release files

0.12.7

2 release files

0.10.3

2 release files

0.10.2

2 release files

0.10.1

2 release files

0.10.0

2 release files

0.9.0

2 release files

0.8.5

2 release files

0.8.4

2 release files

0.8.2

2 release files

0.8.1

2 release files

0.8.0

2 release files

0.7.1

2 release files

0.7.0

2 release files

0.6.49

2 release files

0.6.48

2 release files

0.6.47

2 release files

0.6.46

2 release files

0.6.45

2 release files

0.6.44

2 release files

0.6.43

2 release files

0.6.42

2 release files

0.6.41

2 release files

0.6.40

2 release files

0.6.39

2 release files

0.6.38

2 release files

0.6.37

2 release files

0.6.36

2 release files

0.6.35

2 release files

0.6.34

2 release files

0.6.33

2 release files

0.6.32

2 release files

0.6.31

2 release files

0.6.30

2 release files

0.6.29

2 release files

0.6.28

2 release files

0.6.27

2 release files

0.6.26

2 release files

0.6.25

2 release files

0.6.24

2 release files

0.6.23

2 release files

0.6.22

2 release files

0.6.21

2 release files

0.6.20

2 release files

0.6.19

2 release files

0.6.9

2 release files

0.6.8

2 release files

0.6.7

2 release files

0.6.6

2 release files

0.6.5

2 release files

0.6.3

2 release files

0.6

3 release files

0.5.4

2 release files

0.5.2

2 release files

0.5.1

2 release files

0.1.0

2 release files

0.0.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page