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# Kanta Database Format and Design Principles
This document describes the on-disk format and design principles of Kanta.
It is intentionally focused on the current standalone package behavior.
This document describes the on-disk format and design principles of Kanta. It is intentionally focused on the current standalone package behavior.
## Core Principles
1. Append-only durability
- State changes are persisted as appended JSON lines.
- Existing lines are never edited in place.
- In JSON mode the history is viewable in any text editor, and a manual rollback to a prior state is possible by removing final lines (one per transaction).
2. Differential persistence
- Kanta stores diffs (patches), not full state, for normal writes.
@@ -28,8 +28,7 @@ It is intentionally focused on the current standalone package behavior.
## On-Disk Record Types
Kanta uses a newline-delimited stream where each line is either a change
record or a snapshot record.
Kanta uses a newline-delimited stream where each line is either a change record or a snapshot record.
### Change record
@@ -68,29 +67,24 @@ Fields:
3. Replay subsequent change records in order using patch application.
4. The final replay state becomes in-memory `kanta.data`.
This model provides fast startup for large logs while retaining append-only
history.
This model provides fast startup for large logs while retaining append-only history.
## Serialization Semantics
- In-memory data is defined by an application `msgspec.Struct` type.
- Kanta round-trips through plain builtins for persistence and diffing.
- Dict keys are serialized as strings (`str_keys=True`) for stable JSON form.
- Normalization changes introduced by struct decode/encode are logged together
with migrations as `migrate:vN`, or as `migrate:msgspec` when no migration
ran but normalization still produces a diff.
- Normalization changes introduced by struct decode/encode are logged together with migrations as `migrate:vN`, or as `migrate:msgspec` when no migration ran but normalization still produces a diff.
## Transaction Semantics
- `kanta.transaction(action=...)` captures a pre-transaction snapshot dict.
- By default a transaction updates the modification time `m` to the current UTC
time.
- By default a transaction updates the modification time `m` to the current UTC time.
- `mtime=True|False|datetime` controls the modification time `m`:
- `True` (default) sets `m` to the current UTC time.
- `False` omits `m`, leaving the previous modification time in effect.
- A `datetime` sets `m` to that explicit value.
- System operations such as `migrate:msgspec` use `mtime=False` so they are not
considered modifications and do not advance `m`.
- System operations such as `migrate:msgspec` use `mtime=False` so they are not considered modifications and do not advance `m`.
- On success:
- compute diff between previous builtins and current builtins,
- queue a `ChangeRecord` if non-empty,
@@ -103,9 +97,7 @@ Nested transactions are rejected.
## Modification Time
`kanta.mtime` exposes the last modification time carried forward from change
records. It is updated by normal transactions and preserved across snapshots and
reloads, while system operations such as migrations leave it unchanged.
`kanta.mtime` exposes the last modification time carried forward from change records. It is updated by normal transactions and preserved across snapshots and reloads, while system operations such as migrations leave it unchanged.
## Flush and Lifecycle
@@ -120,88 +112,52 @@ reloads, while system operations such as migrations leave it unchanged.
- `await kanta.open()` (default) creates the database file if missing.
- `await kanta.open(create=False)` fails when the file is missing or empty.
- `await kanta.open(readonly=True)` opens an existing database read-only.
- The file is opened without acquiring a lock and without a background flush
task.
- The file is opened without acquiring a lock and without a background flush task.
- Existing records are replayed and migrations are still applied in memory.
- Transactions and explicit flushes are rejected.
- The file is never created if missing.
### Callbacks
All callbacks are registered via decorators and receive arguments by their
annotation types. Parameters without a supported annotation are only allowed
when they have a default value.
All callbacks are registered via decorators and receive arguments by their annotation types. Parameters without a supported annotation are only allowed when they have a default value.
#### Bootstrap Callbacks
- When `open()` creates a new database, it always writes a single bootstrap
`ChangeRecord`.
- The simplest bootstrap is the initial data object passed to `Kanta(...)`;
bootstrap callbacks are optional and only needed when you want to modify or
enrich that object at creation time.
- When `open()` creates a new database, it always writes a single bootstrap `ChangeRecord`.
- The simplest bootstrap is the initial data object passed to `Kanta(...)`; bootstrap callbacks are optional and only needed when you want to modify or enrich that object at creation time.
- Register callbacks via:
- `@kanta.bootstrap`
- `@kanta.bootstrap(action=..., user=..., mtime=...)`
- Bootstrap callbacks may be sync or async. The live root data object is
injected by annotating a parameter with the struct type passed to `Kanta`,
and the `Kanta` instance itself can be injected by annotating a parameter
with `Kanta`.
- Bootstrap callbacks may be sync or async. The live root data object is injected by annotating a parameter with the struct type passed to `Kanta`, and the `Kanta` instance itself can be injected by annotating a parameter with `Kanta`.
- Multiple bootstrap callbacks are supported:
- callbacks execute in registration order,
- exactly one bootstrap `ChangeRecord` is queued,
- bootstrap metadata (`action`, `user`, `mtime`) is taken from the last
callback registration.
- If no bootstrap callbacks are registered, the bootstrap record still uses
`action="bootstrap"` and contains the initial data object.
- If any bootstrap callback raises, Kanta closes and removes the database file,
then re-raises the exception.
- bootstrap metadata (`action`, `user`, `mtime`) is taken from the last callback registration.
- If no bootstrap callbacks are registered, the bootstrap record still uses `action="bootstrap"` and contains the initial data object.
- If any bootstrap callback raises, Kanta closes and removes the database file, then re-raises the exception.
#### Fatal Error Handlers
- Fatal background persistence errors can be handled with `@kanta.fatal_error`.
- Handlers may be sync or async. The `DatabaseError` is injected by annotating
a parameter with `DatabaseError`; `Kanta` may also be injected.
- Multiple handlers are supported and invoked in registration order. A failing
handler is logged and does not prevent subsequent handlers from running.
- Handlers may be sync or async. The `DatabaseError` is injected by annotating a parameter with `DatabaseError`; `Kanta` may also be injected.
- Multiple handlers are supported and invoked in registration order. A failing handler is logged and does not prevent subsequent handlers from running.
#### Clock
- `@kanta.clock` registers a callback `() -> datetime` that replaces the
default UTC clock. Its value is used for all record timestamps (`ts`, and
`m` when `mtime` is `True`) and for snapshot timestamps.
- The clock is only read when a timestamp is actually produced; no-op
transactions and skipped snapshot checks do not read it.
- Register before `open()` so that bootstrap and migration records use the
custom clock as well. This is mainly useful for tests and reproducible
demos.
- `@kanta.clock` registers a callback `() -> datetime` that replaces the default UTC clock. Its value is used for all record timestamps (`ts`, and `m` when `mtime` is `True`) and for snapshot timestamps.
- The clock is only read when a timestamp is actually produced; no-op transactions and skipped snapshot checks do not read it.
- Register before `open()` so that bootstrap and migration records use the custom clock as well. This is mainly useful for tests and reproducible demos.
#### Transaction Log Formatting
- Logfmt callbacks prettify identifiers in the change log and are registered with
`@kanta.logfmt`.
- A logfmt callback is called for every value Kanta renders: diff values, path
components, and the transaction `user`. It receives the value as its first
parameter and optionally a `path: str` parameter with the dot-notation path
to the value. The special path `"$user"` is used when rendering the
transaction actor, replacing the old `user_display` parameter.
- The callback returns `str | None`: a string replaces the default rendering,
while `None` means "fall through to the next formatter".
- State dicts are injected by parameter name or annotation tag, which share
the same vocabulary: `prev` receives the previous state dict and `state`
the current one. Matching by name ignores the annotation entirely. The
`DictPrev`/`DictState` aliases (`Annotated[dict, "prev"]` /
`Annotated[dict, "state"]`) work under any parameter name, and a tag takes
precedence over the name. `DictPre` and `DictPost` are kept as aliases of
`DictPrev` and `DictState`. The `Kanta` instance can also be injected.
- Alternatively, a logfmt callback can be a class inheriting from `LogFmt`; the
framework instantiates it with the state dicts and calls its
`resolve(value, path) -> str | None` method.
- Multiple logfmt callbacks are stacked in registration order; the first
callback to return a non-`None` result wins. If none handle a value, Kanta
falls back to its default formatting.
- Logfmt callbacks prettify identifiers in the change log and are registered with `@kanta.logfmt`.
- A logfmt callback is called for every value Kanta renders: diff values, path components, and the transaction `user`. It receives the value as its first parameter and optionally a `path: str` parameter with the dot-notation path to the value. The special path `"$user"` is used when rendering the transaction actor.
- The callback returns `str | None`: a string replaces the default rendering, while `None` means "fall through to the next formatter".
- State dicts are injected by parameter name or annotation tag, which share the same vocabulary: `prev` receives the previous state dict and `state` the current one. Matching by name ignores the annotation entirely. The `DictPrev`/`DictState` aliases (`Annotated[dict, "prev"]` / `Annotated[dict, "state"]`) work under any parameter name, and a tag takes precedence over the name. `DictPre` and `DictPost` are kept as aliases of `DictPrev` and `DictState`. The `Kanta` instance can also be injected.
- Alternatively, a logfmt callback can be a class inheriting from `LogFmt`; the framework instantiates it with the state dicts and calls its `resolve(value, path) -> str | None` method.
- Multiple logfmt callbacks are stacked in registration order; the first callback to return a non-`None` result wins. If none handle a value, Kanta falls back to its default formatting.
The decorator accepts an optional ``path`` so the callback only runs for
values at that exact path:
The decorator accepts an optional ``path`` so the callback only runs for values at that exact path:
```python
@kanta.logfmt(path="$user")
@@ -215,63 +171,21 @@ def resolve_user_key(value: str) -> str | None:
#### Transaction Log Headers
- By default a transaction is logged with an `action by user` header followed
by the diff lines. Added paths are colored green, deleted paths red.
- `kanta.transaction(..., extra=...)` accepts a display-only value that is
shown after the action in the header. Anything other than `None` is
printed str-converted (colored by Kanta), unless a custom logemit handler
does something else with it; it is never persisted in the `ChangeRecord`.
- `kanta.transaction(..., logdiff=False)` skips building and printing the diff
body and logs only the header, which is useful for large or noisy
changesets. Diff output can also be disabled globally with
`configure_logging(diff=False)`; diff lines are emitted on the
`kanta.transaction.diff` child logger so applications can route or silence
them separately from the headers.
- By default a transaction is logged with an `action by user` header followed by the diff lines. Added paths are colored green, deleted paths red.
- `kanta.transaction(..., extra=...)` accepts a display-only value that is shown after the action in the header. Anything other than `None` is printed str-converted (colored by Kanta), unless a custom logemit handler does something else with it; it is never persisted in the `ChangeRecord`.
- `kanta.transaction(..., logdiff=False)` skips building and printing the diff body and logs only the header, which is useful for large or noisy changesets. Diff output can also be disabled globally with `configure_logging(diff=False)`; diff lines are emitted on the `kanta.transaction.diff` child logger so applications can route or silence them separately from the headers.
#### Log Emitters
- Every change-related message Kanta emits (transaction/bootstrap/migration
changes, file created/opened lines, migration summaries, aborted
transactions) is described by a `kanta.logging.LogEvent` and dispatched
through
`kanta.logging.emit_event`. Kanta's own output goes through the same
mechanism: when no `logemit` callback handles an event,
`kanta.logging.default_emit` renders it with the built-in formatting.
- A `LogEvent` carries the event `kind` (`"change"`, `"created"`,
`"opened"`, `"migrated"`, `"aborted"`), the preferred `logger` and `level`,
the
`kanta` instance, and all relevant state: `action`, `user`, `extra`,
`error` (for aborted transactions), `diff`, `previous`/`current` state
dicts, the built `logfmt` chain, and version info for migration events.
Application-specific context (e.g. a connection id) can be stored in
`kanta.ctx` — a user-writable namespace — and read back in callbacks as
`event.kanta.ctx`, which also covers creation/bootstrap events.
- The built-in formatting is assembled from standard blocks that custom
emitters can reuse as-is or replace piecemeal:
- `event.header` — a lazy property producing the default one-line header
for any kind: `<action>[ <extra>][ by <user>]` for changes,
`<action>[ <extra>][ by <user>] transaction aborted: <error>` for aborts,
and the `🛢️ <file> created|opened|migrated ...` summaries. It is
settable: assign
`event.header = ...` and return truthy to restyle the header while
keeping the default diff routing.
- `event.diff_lines` — a lazy property producing the pretty diff body for
change events (built only if accessed).
Every change-related message Kanta emits (transaction/bootstrap/migration changes, file created/opened lines, migration summaries, aborted transactions) is described by a `kanta.logging.LogEvent` and dispatched through `kanta.logging.emit_event`. Kanta's own output goes through the same mechanism: when no `logemit` callback handles an event, `kanta.logging.default_emit` renders it with the built-in formatting.
- A `LogEvent` carries the event `kind` (`"change"`, `"created"`, `"opened"`, `"migrated"`, `"aborted"`), the preferred `logger` and `level`, the `kanta` instance, and all relevant state: `action`, `user`, `extra`, `error` (for aborted transactions), `diff`, `previous`/`current` state dicts, the built `logfmt` chain, and version info for migration events. Application-specific context (e.g. a connection id) can be stored in `kanta.ctx` — a user-writable namespace — and read back in callbacks as `event.kanta.ctx`, which also covers creation/bootstrap events.
- The built-in formatting is assembled from standard blocks that custom emitters can reuse as-is or replace piecemeal:
- `event.header` — a lazy property producing the default one-line header for any kind: `<action>[ <extra>][ by <user>]` for changes, `<action>[ <extra>][ by <user>] transaction aborted: <error>` for aborts, and the `🛢️ <file> created|opened|migrated ...` summaries. It is settable: assign `event.header = ...` and return truthy to restyle the header while keeping the default diff routing.
- `event.diff_lines` — a lazy property producing the pretty diff body for change events (built only if accessed).
- `default_emit` itself is just `header` plus the `diff_lines` routing.
- `@kanta.logemit` registers a callback receiving the event. The callback
decides what is logged and where: it may log one or more messages on
`event.logger`, log somewhere else, or nothing at all. A falsy return
value marks the event handled and stops the chain; a truthy return value
passes the event — possibly modified — to the next registered callback.
When all callbacks pass, `default_emit` renders the event; a callback may
also call `default_emit(event)` itself to delegate events it does not
customize. Operational diagnostics (integrity errors, background flush
failures) do not go through this mechanism.
- Logging never breaks functionality: a crashing `logemit` callback is
reported with `logger.exception` and the event falls back to the built-in
formatting; if the built-in formatting itself fails, the error is reported
and swallowed. The same applies to `logfmt` callbacks (a failing one is
treated as a fall-through) and `logmigr` callbacks.
- `@kanta.logemit` registers a callback receiving the event. The callback decides what is logged and where: it may log one or more messages on `event.logger`, log somewhere else, or nothing at all. A falsy return value marks the event handled and stops the chain; a truthy return value passes the event — possibly modified — to the next registered callback. When all callbacks pass, `default_emit` renders the event; a callback may also call `default_emit(event)` itself to delegate events it does not customize. Operational diagnostics (integrity errors, background flush failures) do not go through this mechanism.
- Logging never breaks functionality: a crashing `logemit` callback is reported with `logger.exception` and the event falls back to the built-in formatting; if the built-in formatting itself fails, the error is reported and swallowed. The same applies to `logfmt` callbacks (a failing one is treated as a fall-through) and `logmigr` callbacks.
```python
@kanta.logemit
@@ -286,17 +200,9 @@ def emit(ev: LogEvent):
#### Terminal Formatting Helpers
- `kanta.tty` provides the building blocks used by Kanta's own rendering:
- `colors`: the mutable color palette. Colors are bare SGR parameter
strings (e.g. `"1;34"`, `"38;5;226"`) without escape framing. Attributes
are read at render time, so assignments (`colors.action = "36"`) and
additions (`colors.session = "38;5;226"`) take effect immediately.
- `Line`: builds a terminal string part by part. Calling it appends
content (`str`-converted); `.<colorname>` arms a palette color for the
next call only, and the reset is folded into a single escape sequence
with whatever color comes next. `width=`/`align=` pad by display width;
`str(line)` finishes the line and restores default colors.
- `strip_ansi`, `displaywidth` (wide chars and emoji count correctly) and
`pad` for working with pre-colored strings.
- `colors`: the mutable color palette. Colors are bare SGR parameter strings (e.g. `"1;34"`, `"38;5;226"`) without escape framing. Attributes are read at render time, so assignments (`colors.action = "36"`) and additions (`colors.session = "38;5;226"`) take effect immediately.
- `Line`: builds a terminal string part by part. Calling it appends content (`str`-converted); `.<colorname>` arms a palette color for the next call only, and the reset is folded into a single escape sequence with whatever color comes next. `width=`/`align=` pad by display width; `str(line)` finishes the line and restores default colors.
- `strip_ansi`, `displaywidth` (wide chars and emoji count correctly) and `pad` for working with pre-colored strings.
## Migrations
@@ -308,8 +214,6 @@ def emit(ev: LogEvent):
## Safety Invariants
- Any detected out-of-transaction mutation is treated as a fatal consistency
violation.
- Any detected out-of-transaction mutation is treated as a fatal consistency violation.
- Flush failures mark the instance as failed and trigger shutdown behavior.
- Object identity of `kanta.data` is preserved across rollback when possible,
minimizing stale-reference hazards for callers.
- Object identity of `kanta.data` is preserved across rollback when possible, minimizing stale-reference hazards for callers.