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radar_system/python_app/workflows/sequential_capture_workflow.py
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2026-04-28 17:29:21 +03:00

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Python

"""Sequential capture workflow for preprocess asset dataset creation."""
from __future__ import annotations
from contextlib import suppress
from dataclasses import dataclass
import time
import numpy as np
from python_app.hardware_full.librevna_service import LibreVnaService
from python_app.hardware_full.multi_device_service import MultiDeviceLibreVnaService
from python_app.hardware_full.switch_service import SwitchService
from python_app.models.dataset_model import ComboKey, SweepCollection, TraceData
from python_app.models.run_config_model import ComboModel, RunConfigModel
from python_app.storage.npz_store import NpzStore, radar_key_from_config
MULTI_DEVICE_MANUAL_CAPTURE_KINDS = frozenset({"s21_calibration", "s11_open", "s11_short", "s11_load"})
@dataclass(slots=True)
class SequentialCaptureState:
"""Immutable view of sequential capture progress."""
kind: str
set_name: str
captured_count: int
total_count: int
current_combo: ComboModel | None
can_undo: bool
is_complete: bool
variant_count: int = 1
class SequentialCaptureSession:
"""Manage hardware and switch stepping for full combo capture sequence."""
def __init__(self, config: RunConfigModel, kind: str, set_name: str) -> None:
"""Create capture session for one preprocess asset set."""
if kind not in {"s21_calibration", "s21_reference", "s11_open", "s11_short", "s11_load", "s11_reference"}:
raise RuntimeError(f"Unsupported capture kind: {kind}")
if not set_name:
raise RuntimeError("Set name is required")
self._config = config
self._kind = kind
self._set_name = set_name
self._is_multi_device = config.is_multi_device
self._manual_multi_device_capture = self._is_multi_device and kind in MULTI_DEVICE_MANUAL_CAPTURE_KINDS
self._combos = (
RunConfigModel.build_multi_device_virtual_combos()
if self._is_multi_device
else RunConfigModel.build_full_combos(config.input_switch.positions, config.output_switch.positions)
)
if not self._combos:
raise RuntimeError("No switch combinations available for capture")
self._traces: list[TraceData] = []
self._next_index = 0
self._opened = False
if self._is_multi_device:
self._radar = MultiDeviceLibreVnaService(
master_serial=config.radar.serial,
slave_serials=list(config.radar.multi_device.slave_serials),
force_external_reference=config.radar.multi_device.force_external_reference,
recovery_attempts=config.radar.multi_device.recovery_attempts,
backend_mode=config.radar.driver_mode,
)
self._input_switch = None
self._output_switch = None
else:
self._radar = LibreVnaService(serial=config.radar.serial or None)
self._input_switch = SwitchService(
name=config.input_switch.name,
positions=config.input_switch.positions,
mode=config.input_switch.driver_mode,
driver=config.input_switch.driver,
gpio_chip=config.input_switch.gpio_chip,
pin_a=config.input_switch.pin_a,
pin_b=config.input_switch.pin_b,
invert_logic=config.input_switch.invert_logic,
)
self._output_switch = SwitchService(
name=config.output_switch.name,
positions=config.output_switch.positions,
mode=config.output_switch.driver_mode,
driver=config.output_switch.driver,
gpio_chip=config.output_switch.gpio_chip,
pin_a=config.output_switch.pin_a,
pin_b=config.output_switch.pin_b,
invert_logic=config.output_switch.invert_logic,
)
@property
def kind(self) -> str:
"""Return canonical preprocess asset key for this capture session."""
return self._kind
@property
def set_name(self) -> str:
"""Return destination set name."""
return self._set_name
def open(self) -> None:
"""Open radar and switch resources."""
if self._opened:
return
self._opened = True
try:
self._radar.open()
self._radar.configure(self._config.radar.sweep)
if self._input_switch is not None:
self._input_switch.open()
if self._output_switch is not None:
self._output_switch.open()
except Exception:
self.close()
raise
def close(self) -> None:
"""Close all opened hardware resources."""
with suppress(Exception):
if self._output_switch is not None:
self._output_switch.close()
with suppress(Exception):
if self._input_switch is not None:
self._input_switch.close()
with suppress(Exception):
self._radar.close()
self._opened = False
def state(self) -> SequentialCaptureState:
"""Return current progress snapshot."""
current_combo = self._current_combo()
return SequentialCaptureState(
kind=self._kind,
set_name=self._set_name,
captured_count=len(self._traces),
total_count=len(self._combos),
current_combo=current_combo,
can_undo=bool(self._traces),
is_complete=self.is_complete(),
)
def capture_current_combo(self) -> TraceData:
"""Capture one trace for current combo and advance sequence cursor."""
if not self._opened:
raise RuntimeError("Capture session is not opened")
combo = self._current_combo()
if combo is None:
raise RuntimeError("Capture session is already complete")
if self._is_multi_device:
collection = self._radar.acquire_collection(collection_id=1)
if self._manual_multi_device_capture:
trace = select_trace_for_combo(collection, combo)
self._traces.append(trace)
self._next_index += 1
return trace
self._traces.extend(collection.traces)
self._next_index = len(self._combos)
if not collection.traces:
raise RuntimeError("Multi-device capture returned no traces")
return collection.traces[-1]
assert self._input_switch is not None
assert self._output_switch is not None
self._output_switch.switch_to(combo.output)
self._input_switch.switch_to(combo.input)
if self._config.runtime.settling_ms > 0:
time.sleep(self._config.runtime.settling_ms / 1000.0)
sweep = self._radar.acquire()
trace = TraceData(
combo=ComboKey(input_pos=combo.input, output_pos=combo.output),
frequency_hz=np.asarray(sweep.x, dtype=np.float32),
s11=np.asarray(sweep.trace("s11"), dtype=np.complex64),
s21=np.asarray(sweep.trace("s21"), dtype=np.complex64),
)
self._traces.append(trace)
self._next_index += 1
return trace
def undo_last_capture(self) -> TraceData:
"""Remove the most recently captured trace and rewind cursor by one combo."""
if not self._opened:
raise RuntimeError("Capture session is not opened")
if not self._traces or self._next_index <= 0:
raise RuntimeError("No captured combo is available to undo")
if self._is_multi_device and not self._manual_multi_device_capture:
if len(self._traces) != len(self._combos):
raise RuntimeError("Capture session state is inconsistent; multi-device trace matrix is incomplete")
removed_trace = self._traces[-1]
self._traces.clear()
self._next_index = 0
return removed_trace
expected_combo = self._combos[self._next_index - 1]
removed_trace = self._traces[-1]
if (
int(removed_trace.combo.input_pos) != int(expected_combo.input)
or int(removed_trace.combo.output_pos) != int(expected_combo.output)
):
raise RuntimeError("Capture session state is inconsistent; last trace does not match rewind combo")
self._next_index -= 1
self._traces.pop()
return removed_trace
def last_captured_trace(self) -> TraceData | None:
"""Return the most recently captured trace, if any."""
if not self._traces:
return None
return self._traces[-1]
def captured_traces(self) -> list[TraceData]:
"""Return captured traces in acquisition order."""
return list(self._traces)
def is_complete(self) -> bool:
"""Return `True` when all combos were captured."""
return self._next_index >= len(self._combos)
def finalize(self, store: NpzStore) -> tuple[str, SweepCollection]:
"""Persist completed capture into store and return radar key + collection."""
if not self.is_complete():
raise RuntimeError("Capture session is not complete")
collection = SweepCollection(
collection_id=1,
monotonic_ns=time.monotonic_ns(),
traces=list(self._traces),
)
radar_key = radar_key_from_config(
model_name=self._config.radar.model,
serial=self._config.radar.serial,
sweep_start_hz=self._config.radar.sweep.start_hz,
sweep_stop_hz=self._config.radar.sweep.stop_hz,
sweep_points=self._config.radar.sweep.points,
ifbw_hz=self._config.radar.sweep.if_bandwidth_hz,
power_dbm=self._config.radar.sweep.power_dbm,
extra_serials=(
self._config.radar.multi_device.slave_serials
if self._config.is_multi_device
else None
),
)
store.save_set(self._kind, radar_key, self._set_name, collection)
return radar_key, collection
def _current_combo(self) -> ComboModel | None:
"""Return next combo to capture, or `None` if session is complete."""
if self._next_index >= len(self._combos):
return None
return self._combos[self._next_index]
def select_trace_for_combo(collection: SweepCollection, combo: ComboModel) -> TraceData:
"""Return the trace matching a virtual combo from a full multi-device capture."""
for trace in collection.traces:
if (
int(trace.combo.input_pos) == int(combo.input)
and int(trace.combo.output_pos) == int(combo.output)
):
return trace
raise RuntimeError(f"Multi-device capture is missing trace for input={combo.input}, output={combo.output}")