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radar_system/python_app/storage/npz/serialize.py
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2026-03-05 14:42:33 +03:00

78 lines
3.0 KiB
Python

"""Binary payload serialization for sweep/result collections."""
from __future__ import annotations
import struct
import numpy as np
from python_app.models.dataset_model import ResultCollection, SweepCollection
RAW_MAGIC = 0x31574152
PREPROC_MAGIC = 0x31525050
RESULT_MAGIC = 0x314C5352
def serialize_trace_collection(collection: SweepCollection, magic: int) -> bytes:
"""Serialize one raw/preprocessed trace collection into ring-compatible binary format."""
buffer = bytearray()
buffer.extend(
struct.pack("<IQQI", magic, collection.collection_id, collection.monotonic_ns, len(collection.traces))
)
for trace in collection.traces:
freq = np.asarray(trace.frequency_hz, dtype=np.float32)
s21 = np.asarray(trace.s21, dtype=np.complex64)
if freq.size != s21.size:
raise ValueError("Trace frequency and S21 sizes must match")
buffer.extend(struct.pack("<III", trace.combo.input_pos, trace.combo.output_pos, int(freq.size)))
buffer.extend(freq.astype("<f4", copy=False).tobytes())
interleaved = np.empty(freq.size * 2, dtype="<f4")
interleaved[0::2] = s21.real.astype("<f4", copy=False)
interleaved[1::2] = s21.imag.astype("<f4", copy=False)
buffer.extend(interleaved.tobytes())
return bytes(buffer)
def serialize_result_collection(collection: ResultCollection) -> bytes:
"""Serialize one processed collection with result blocks/payloads."""
buffer = bytearray()
buffer.extend(
struct.pack("<IQQI", RESULT_MAGIC, collection.collection_id, collection.monotonic_ns, len(collection.blocks))
)
for block in collection.blocks:
buffer.extend(struct.pack("<II", block.combo.input_pos, block.combo.output_pos))
buffer.extend(struct.pack("<I", len(block.payloads)))
for payload in block.payloads:
name_bytes = payload.processing_name.encode("utf-8")
if len(name_bytes) > 0xFFFF:
raise ValueError("processing_name is too long")
buffer.extend(struct.pack("<BH", payload.kind, len(name_bytes)))
buffer.extend(name_bytes)
if payload.kind == 1:
freq = np.asarray(payload.frequency_hz, dtype=np.float32)
trace = np.asarray(payload.trace, dtype=np.complex64)
if freq.size != trace.size:
raise ValueError("Result trace frequency and values sizes must match")
buffer.extend(struct.pack("<I", int(freq.size)))
buffer.extend(freq.astype("<f4", copy=False).tobytes())
interleaved = np.empty(freq.size * 2, dtype="<f4")
interleaved[0::2] = trace.real.astype("<f4", copy=False)
interleaved[1::2] = trace.imag.astype("<f4", copy=False)
buffer.extend(interleaved.tobytes())
elif payload.kind == 2:
buffer.extend(struct.pack("<f", float(payload.scalar_value)))
else:
raise ValueError(f"Unsupported payload kind: {payload.kind}")
return bytes(buffer)