Derived units now use a DLUnit class similar to a DLPak to be easily stored and loaded, the public API has been updated to either take a DLUnit object or a Path where it reads the DLUnit from a *.dlunit file The .dlunit file is a ZIP compressed archive containing two files, a manifest.json which stores the units uuid, its input signals and its output signal, and unit.py which is the python code for the unit, the same rules apply (one python function with a specifically structured signature) as when a string was passed in the old API Errors have been added to have a DLUnitError similar to the DLPakError as the DLUnit class is heavily inspired from the DLPak architecutre Logging may still be primitive, this will be covered in the next AI logging sweep to homogenize and clean up the logging aspect of things
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DynaLab Core API
Core is the Python interface for running a DynaLab Core instance, inspecting
signals and their current values, recording incoming data, playing recordings,
and creating derived signals. Connectors provide realtime data to a running
core using the DynaLab protocol.
Warning
DynaLab Core is in alpha. Its public API may change between releases.
Quick Start
Create a configuration, construct the core, then start it. Always stop the core when the application exits so its server and worker threads are shut down.
from dynalab_core import Core
from dynalab_core.config import CoreConfig
core = Core(CoreConfig(host="127.0.0.1", port=58763))
try:
core.start()
core.wait() # Blocks until stop() is called or a timeout expires.
finally:
core.stop()
Core does not currently implement the context-manager protocol. Use
try/finally when the core may be started.
Configuration
CoreConfig is defined in dynalab_core.config.
from dynalab_core.config import CoreConfig
config = CoreConfig(
host="127.0.0.1", # Default
port=58763, # Default; must be in the range 0 through 65535
)
| Field | Type | Default | Description |
|---|---|---|---|
host |
str |
"127.0.0.1" |
Address on which the core server listens. |
port |
int |
58763 |
TCP port on which the core server listens. |
CoreConfig.bind_str() -> str returns the configured address in
"host:port" form.
Lifecycle
Core(config: CoreConfig)
Creates a core and starts its internal input worker. The network server is not
started until start() is called.
start() -> None
Starts the configured server and begins accepting connector connections. This method returns after the server start sequence completes.
Call start() once per Core instance. Calling it in any state other than the
initial state raises CoreError with code "invalid_state". Server startup
failures, such as an address already in use, raise JsonServerError while
retaining the underlying exception as their cause.
wait(timeout: float | None = None) -> None
Blocks until stop() is called or until timeout seconds have elapsed. Omit
timeout to wait indefinitely. This is useful for keeping a command-line
application alive without a busy loop.
stop() -> bool
Stops the server, disconnects connectors, signals the input worker to stop, and
stops the playback engine and all bound derive units. It also releases any call
currently blocked in wait().
Returns True when the server, connector registry, derive registry, and input
worker stop within their allowed timeouts, or False when shutdown is
incomplete.
Call this during application shutdown, including when startup or runtime work raises an exception. A stopped core cannot be started again.
Modes
Core operates in one of two modes:
| Mode | Signal source | Available operation |
|---|---|---|
"realtime" |
Connected connectors | Recording |
"playback" |
A loaded recording | Playback |
The initial mode is "realtime". Connected endpoints remain connected in
playback mode, but their incoming values are not routed into Core.
CoreMode is defined in dynalab_core.types as the literal union of these two
strings.
set_mode(mode: CoreMode) -> None
Changes the active mode and clears all cached live values. mode must be
"realtime" or "playback"; any other value raises CoreError with code
"invalid_mode".
The mode cannot be changed while a recording is active. Attempting to do so
raises CoreError with code "recording_active".
Important
Changing mode does not automatically pause active playback. Call
pause()before switching from playback to realtime mode.
get_mode() -> CoreMode
Returns the active mode as either "realtime" or "playback".
Signals
Signals are registered by connectors during their protocol handshake. A signal
is described by SignalDescriptor from
dynalab_core.protocols.packets.handshake.
from uuid import UUID
from dynalab_core.protocols.packets.handshake import SignalDescriptor
signal = SignalDescriptor(
id=UUID("2d60a378-f37c-4c37-867b-c68f5116598b"),
name="Engine RPM",
type="number",
min_value=0.0,
max_value=6000.0,
unit="rpm",
timeout_ms=2_000,
)
| Field | Type | Default | Description |
|---|---|---|---|
id |
UUID |
Required | Stable, unique signal identifier. |
name |
str |
Required | Human-readable signal name. |
type |
"number" or "binary" |
Required | Signal value category. Values are represented as float by the current data API. |
min_value |
float | None |
None |
Optional lower bound. |
max_value |
float | None |
None |
Optional upper bound. |
unit |
str | None |
None |
Optional display unit. |
timeout_ms |
int |
2000 |
How long a received value remains live. |
origin |
"source" or "derived" |
"source" |
Whether a connector or a derive unit produces the signal. |
get_signal_descriptor(signal_id: UUID) -> SignalDescriptor | None
Returns the descriptor for signal_id, including a derived-signal output, or
None when no matching signal is available. In realtime mode, source
descriptors come from connected connectors. In playback mode, they come from
the loaded recording. Use a UUID, not its string representation.
get_all_signal_descriptors() -> list[SignalDescriptor]
Returns the source descriptors available in the current mode followed by the descriptors from bound derive units. In realtime mode, source descriptors come from connected connectors. In playback mode, they come from the loaded recording; previously recorded derived descriptors are omitted because bound derive units recalculate those values.
Connector membership is dynamic: a disconnected connector's signals are no longer returned in realtime mode.
Live Values
After a connector sends a value, Core retains its latest value until the
signal's timeout_ms has elapsed. A stale, unknown, or not-yet-received value
is represented by None.
get_live_value(signal_id: UUID) -> float | None
Returns the latest non-stale value for one signal.
rpm = core.get_live_value(signal_id)
if rpm is not None:
print(f"Engine speed: {rpm:.0f} rpm")
get_all_live_values() -> dict[UUID, float]
Returns a snapshot mapping signal IDs to their latest non-stale values. Signals without a current value are omitted.
for signal_id, value in core.get_all_live_values().items():
print(signal_id, value)
Incoming data timestamps use the monotonic-nanosecond timebase. See Protocol timestamps when implementing a connector.
Recording
Recording captures incoming connector and derived values in an in-memory buffer. Recording is only available in realtime mode.
start_recording() -> None
Clears the current recording buffer, records a new UTC start timestamp, and
begins capturing subsequent values. Calling this method in playback mode raises
CoreError with code "incorrect_mode"; calling it while already recording
raises CoreError with code "recording_active".
Important
Starting a recording discards any values captured by a previous recording.
stop_recording() -> None
Stops capture, normalizes the recorded data, and creates a processing buffer containing the completed recording and its signal manifest. Timestamps in the completed recording are nanoseconds relative to its first sample.
Calling this method in playback mode raises CoreError with code
"incorrect_mode"; calling it when no recording is active raises CoreError
with code "not_recording".
Important
Stopping a recording replaces the previous processing buffer. Persist or process it before stopping another recording.
get_recording_state() -> bool
Returns True while a recording is active and False otherwise.
write(dir: str | Path, filename: str) -> None
Writes the most recently completed recording to a DLPak archive. The .dlpak
extension is added to filename when it is not already present.
from pathlib import Path
core.write(Path("recordings"), "dyno-run-001")
Complete a recording with stop_recording() before calling write(). If no
completed recording is available, the method raises CoreError with code
"no_recording". Archive write failures raise DLPakError with code
"write_failed" and retain the underlying exception as their cause.
Playback
Playback feeds a completed recording through the same live-value and derive pipeline used for realtime data. Switch Core to playback mode and load data before starting playback:
from pathlib import Path
core.set_mode("playback")
core.load_playback_engine(Path("recordings/dyno-run-001.dlpak"))
core.play()
load_playback_engine(input: Path | None = None) -> None
Loads playback data. Pass a DLPak archive path to load a saved recording, or
omit input to load the recording most recently completed by this Core
instance.
This method is only available in playback mode; otherwise it raises CoreError
with code "invalid_mode". Omitting input before a recording has been
completed raises CoreError with code "no_playback_data". A file that cannot
be read or validated raises DLPakError with code "read_failed". Replacing
data while playback is active raises PlaybackError with code
"already_playing".
Loading data does not start playback.
play() -> None
Starts or resumes playback from the current position. Playback stops automatically at the end of the recording and resets its position to the beginning.
Calling this method outside playback mode raises CoreError with code
"invalid_mode". Starting before data is loaded raises PlaybackError with
code "no_data".
pause() -> None
Pauses playback. A subsequent play() resumes from the current position.
Calling this method outside playback mode raises CoreError with code
"invalid_mode". Calling it when playback is already paused has no effect.
seek(timestamp_ns: int) -> None
Sets the playback position to timestamp_ns, measured in nanoseconds from the
recording's first sample. Samples after that timestamp are emitted when
playback starts or resumes. A negative timestamp raises PlaybackError with
code "invalid_timestamp".
Calling this method outside playback mode raises CoreError with code
"invalid_mode".
get_playback_state() -> bool
Returns True while the playback engine is actively emitting data and False
while it is paused, has not started, or has reached the end of the recording.
Derived Signals
A derive unit calculates a new value whenever one of its input signals receives
an update and all inputs have non-stale live values. Package the calculation,
its input descriptors, and its output descriptor in a DLUnit, then bind it
with bind_derive_unit().
bind_derive_unit(dlunit: DLUnit | None = None, file: Path | None = None) -> UUID
Provide exactly one of dlunit or file:
dlunitbinds an in-memoryDLUnit.fileloads and binds a.dlunitarchive.
To create and bind an in-memory unit:
from uuid import uuid4
from dynalab_core.dlunit import DLUnit
from dynalab_core.protocols.packets.handshake import SignalDescriptor
processing_function = """
from dynalab_core.protocols.packets.data import ValueDescriptor
from dynalab_core.protocols.packets.handshake import SignalDescriptor
def add(left: ValueDescriptor, right: ValueDescriptor, output: SignalDescriptor) -> ValueDescriptor:
return ValueDescriptor(
signal_id=output.id,
value=left.value + right.value,
timestamp=left.timestamp,
)
"""
return_signal = SignalDescriptor(
id=uuid4(),
name="Total",
type="number",
origin="derived",
)
derive_unit = DLUnit()
derive_unit.set_manifest(
uuid4(),
[left_signal, right_signal],
return_signal,
)
derive_unit.set_data(processing_function)
unit_id = core.bind_derive_unit(dlunit=derive_unit, file=None)
To bind a previously saved archive instead, pass None for dlunit and its
path for file:
from pathlib import Path
unit_id = core.bind_derive_unit(
dlunit=None,
file=Path("units/total.dlunit"),
)
The unit's Python source must define exactly one function. Its parameters must be:
- Zero or more
ValueDescriptorparameters, in the same order as the manifest'sinput_signals. - One final
SignalDescriptorparameter for the manifest'sreturn_signal. - A return annotation of
ValueDescriptor.
The parameter annotations must use the imported ValueDescriptor and
SignalDescriptor classes shown above. The source string is executed with
exec(), so only bind code from trusted sources.
The returned UUID identifies the bound unit. Invalid source or function shape
raises DeriveError. Its code is "invalid_source" when the source cannot be
loaded or does not define exactly one function, and "invalid_signature" when
the function annotations or parameter order are invalid.
unbind_derive_unit(unit_id: UUID) -> None
Stops and removes the derive unit identified by unit_id. Passing an unknown
or already unbound ID has no effect.
The returned ID is no longer valid after unbinding. Create and bind a new unit to resume derived-value processing.
Exceptions
All expected library exceptions are defined in dynalab_core.errors and derive
from DynaLabError. Exceptions are grouped by subsystem rather than by every
individual failure reason:
| Exception | Area | Codes |
|---|---|---|
CoreError |
Core lifecycle, mode, recording, and derive-unit binding operations. | invalid_state, invalid_mode, incorrect_mode, recording_active, not_recording, no_recording, no_playback_data, bind_derive_failed |
DLPakError |
Recording archive preparation, reading, and writing. | no_data, no_manifest, read_failed, write_failed |
DLUnitError |
Derive-unit archive preparation, reading, and writing. | no_data, no_manifest, read_failed, write_failed |
DeriveError |
Derive source, signatures, arguments, and registration. | invalid_source, invalid_signature, input_signal_mismatch, argument_mismatch, already_registered |
PlaybackError |
Playback state and data. | no_data, incomplete_data, already_playing, invalid_timestamp, stopped |
ConnectorError |
Connector queues and registration. | queue_full, already_registered |
JsonServerError |
JSON server startup and timeouts. | start_timeout, startup_failed |
Every exception has a human-readable message and a stable, machine-readable
code. Catch a subsystem exception when the application can recover from that
area, or catch DynaLabError at the application's outer boundary:
from dynalab_core.errors import CoreError, DynaLabError
try:
core.start_recording()
except CoreError as error:
if error.code == "incorrect_mode":
core.set_mode("realtime")
core.start_recording()
try:
run_application()
except DynaLabError as error:
print(f"DynaLab operation failed ({error.code}): {error}")
Wrapped operating-system, validation, and archive errors are available through
the standard error.__cause__ attribute. Internal transport conditions such as
a peer disconnect or an invalid incoming frame are handled by the server and
logged instead of being raised from a background task to application code.