added multidevice support
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"""High-level service for LibreVNA multi-device acquisition."""
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from __future__ import annotations
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from dataclasses import dataclass, field
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import logging
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import math
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import time
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from typing import TYPE_CHECKING
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import numpy as np
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from python_app.hardware_full.librevna_multi_device_driver.cycle_collection import LIBREVNA_NATIVE_SWEEP_TIMEOUT_SECONDS
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from python_app.hardware_full.librevna_multi_device_driver.models import SweepConfiguration
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from python_app.models.dataset_model import ComboKey, SweepCollection, TraceData
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from python_app.models.run_config_model import RadarSweepModel, RunConfigModel
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if TYPE_CHECKING:
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from python_app.hardware_full.librevna_multi_device_driver.controller import MultiDeviceVnaController
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logger = logging.getLogger(__name__)
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_INPUT_S_PARAMETERS_BY_OUTPUT: dict[int, tuple[str, ...]] = {
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0: ("s31", "s41", "s51", "s61"),
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1: ("s32", "s42", "s52", "s62"),
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}
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@dataclass(slots=True)
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class MultiDeviceLibreVnaService:
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"""Acquire a virtual 2x4 switch matrix from synchronized LibreVNA devices."""
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master_serial: str
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slave_serials: list[str]
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force_external_reference: bool = True
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recovery_attempts: int = 3
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backend_mode: str = "auto"
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_controller: "MultiDeviceVnaController | None" = field(init=False, default=None, repr=False)
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_sweep_configuration: SweepConfiguration | None = field(init=False, default=None, repr=False)
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_using_mock_backend: bool = field(init=False, default=False, repr=False)
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_mock_phase: float = field(init=False, default=0.0, repr=False)
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def __post_init__(self) -> None:
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"""Validate static topology and backend selection."""
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self.master_serial = str(self.master_serial).strip()
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self.slave_serials = [str(value).strip() for value in self.slave_serials if str(value).strip()]
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if len(self.slave_serials) != 2:
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raise ValueError("LibreVNA multi-device mode requires exactly two slave serial numbers")
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self.recovery_attempts = max(0, int(self.recovery_attempts))
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mode = self.backend_mode.strip().lower()
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if mode not in {"auto", "native", "mock"}:
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raise ValueError(f"Unsupported multi-device backend mode: {self.backend_mode}")
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self.backend_mode = mode
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self._using_mock_backend = mode == "mock"
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@property
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def using_mock_backend(self) -> bool:
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"""Return whether this service is generating synthetic data."""
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return self._using_mock_backend
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def open(self) -> None:
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"""Open native device transports when not in mock mode."""
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if self._using_mock_backend or self._controller is not None:
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return
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try:
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from python_app.hardware_full.librevna_multi_device_driver.controller import MultiDeviceVnaController
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self._controller = MultiDeviceVnaController(
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master_serial_number=self.master_serial,
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slave_serial_numbers=self.slave_serials,
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force_external_reference=self.force_external_reference,
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)
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except Exception:
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if self.backend_mode == "native":
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raise
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self._using_mock_backend = True
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self._controller = None
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def close(self) -> None:
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"""Close native device transports."""
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if self._controller is not None:
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self._controller.close()
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self._controller = None
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def recover(self) -> None:
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"""Reopen native device transports after a failed acquisition."""
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if self._using_mock_backend:
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return
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self.close()
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time.sleep(0.25)
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self.open()
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def configure(self, sweep: RadarSweepModel) -> None:
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"""Store sweep settings for subsequent full-matrix acquisitions."""
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self._sweep_configuration = SweepConfiguration(
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start_hz=int(round(float(sweep.start_hz))),
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stop_hz=int(round(float(sweep.stop_hz))),
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points=int(sweep.points),
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if_bandwidth=int(round(float(sweep.if_bandwidth_hz))),
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power_dbm=float(sweep.power_dbm),
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)
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def acquire_collection(self, collection_id: int = 1) -> SweepCollection:
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"""Acquire one complete virtual 2x4 matrix in canonical combo order."""
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if self._sweep_configuration is None:
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raise RuntimeError("Multi-device service is not configured")
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capture_start_ns = time.monotonic_ns()
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if self._using_mock_backend:
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collection = self._acquire_mock_collection(collection_id, capture_start_ns)
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else:
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collection = self._acquire_native_collection_with_recovery(collection_id, capture_start_ns)
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collection.capture_end_ns = time.monotonic_ns()
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return collection
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def _acquire_native_collection_with_recovery(
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self,
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collection_id: int,
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capture_start_ns: int,
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) -> SweepCollection:
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last_error: Exception | None = None
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for attempt_index in range(self.recovery_attempts + 1):
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try:
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return self._acquire_native_collection(collection_id, capture_start_ns)
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except Exception as exc: # noqa: BLE001
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last_error = exc
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if attempt_index >= self.recovery_attempts:
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break
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logger.warning(
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"multi-device acquisition failed, reconnecting devices (%d/%d): %s",
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attempt_index + 1,
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self.recovery_attempts,
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exc,
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exc_info=True,
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)
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self.recover()
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assert last_error is not None
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raise last_error
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def _acquire_native_collection(self, collection_id: int, capture_start_ns: int) -> SweepCollection:
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if self._controller is None:
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raise RuntimeError("Multi-device controller is not open")
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assert self._sweep_configuration is not None
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self._controller.configure_continuous_sweep(self._sweep_configuration)
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result = self._controller.collect_running_sweep_cycles(
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1,
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datapoint_timeout_seconds=LIBREVNA_NATIVE_SWEEP_TIMEOUT_SECONDS,
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)
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normalized_s_parameters = {
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str(name).lower(): np.asarray(values, dtype=np.complex64)
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for name, values in result.s_parameters.items()
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}
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frequencies = np.asarray(result.frequencies_hz, dtype=np.float32)
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traces: list[TraceData] = []
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for output_pos in range(RunConfigModel.MULTI_DEVICE_OUTPUT_POSITIONS):
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reflection = self._required_s_parameter(
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normalized_s_parameters,
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"s11" if output_pos == 0 else "s22",
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)
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for input_pos, s_parameter_name in enumerate(_INPUT_S_PARAMETERS_BY_OUTPUT[output_pos]):
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traces.append(
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TraceData(
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combo=ComboKey(input_pos=input_pos, output_pos=output_pos),
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frequency_hz=frequencies,
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s11=reflection,
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s21=self._required_s_parameter(normalized_s_parameters, s_parameter_name),
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)
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)
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return SweepCollection(
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collection_id=int(collection_id),
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monotonic_ns=time.monotonic_ns(),
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traces=traces,
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capture_start_ns=capture_start_ns,
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)
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def _acquire_mock_collection(self, collection_id: int, capture_start_ns: int) -> SweepCollection:
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assert self._sweep_configuration is not None
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points = int(self._sweep_configuration.points)
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frequencies = np.linspace(
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self._sweep_configuration.start_hz,
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self._sweep_configuration.stop_hz,
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points,
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dtype=np.float32,
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)
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base_phase = 2.0 * math.pi * np.linspace(0.0, 1.0, points, dtype=np.float32) + self._mock_phase
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traces: list[TraceData] = []
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for output_pos in range(RunConfigModel.MULTI_DEVICE_OUTPUT_POSITIONS):
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reflected_phase = base_phase * (0.55 + 0.05 * output_pos) + 0.7 * (output_pos + 1)
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s11 = (
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(0.22 + 0.04 * output_pos) * np.cos(reflected_phase)
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+ 1j * (0.22 + 0.04 * output_pos) * np.sin(reflected_phase)
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).astype(np.complex64)
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for input_pos in range(RunConfigModel.MULTI_DEVICE_INPUT_POSITIONS):
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gain = 0.45 + 0.08 * input_pos + 0.03 * output_pos
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phase = base_phase * (1.0 + 0.03 * input_pos) + (0.4 * input_pos + 0.9 * output_pos)
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s21 = (gain * np.cos(phase) + 1j * gain * np.sin(phase)).astype(np.complex64)
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traces.append(
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TraceData(
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combo=ComboKey(input_pos=input_pos, output_pos=output_pos),
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frequency_hz=frequencies,
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s11=s11,
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s21=s21,
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)
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)
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self._mock_phase += 0.05
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return SweepCollection(
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collection_id=int(collection_id),
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monotonic_ns=time.monotonic_ns(),
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traces=traces,
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capture_start_ns=capture_start_ns,
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)
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@staticmethod
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def _required_s_parameter(s_parameters: dict[str, np.ndarray], name: str) -> np.ndarray:
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values = s_parameters.get(name)
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if values is None:
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raise RuntimeError(f"Multi-device sweep is missing required {name.upper()} trace")
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return values
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