test(cw): pin DeepCW front-end to the Python reference with golden vectors

把 Kotlin 前处理锁定到上游 deepcw-engine 的 Python 参考实现。

golden_spec.txt 由参考实现自身的预处理代码生成 (numpy reflect padding,
np.hanning(N+1)[:-1], np.fft.rfft, log1p), 覆盖一段确定性测试音频:
700Hz 方波键控的字母 C, 20WPM, 源采样率 8000Hz。两侧用同一个确定性公式
各自合成音频, 因此只需锁定频谱图结果, 无需落盘音频。

为何必要: 前处理只要有细微偏差 (窗函数用 symmetric 而非 periodic、padding
模式不对、bin 边界差一位), 模型仍会输出看似合理的文字, 实际全是乱码, 在
下游极难定位。此测试守住整条链路的入口。

验证:
./gradlew :core:domain:test --tests '*CwDeepGoldenVectorTest*'
=> tests="3" skipped="0" failures="0" errors="0"
77 帧 x 65 频段 = 5005 个数值逐一比对, 最大偏差在 1e-4 容差内;
重采样长度 9120@8000Hz -> 3648@3200Hz 与参考一致。
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/*
* Look4Sat. Amateur radio satellite tracker and pass predictor.
* Copyright (C) 2019-2026 Arty Bishop and contributors.
*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <https://www.gnu.org/licenses/>.
*/
package com.rtbishop.look4sat.core.domain.cw
import org.junit.Assert.assertEquals
import org.junit.Assert.assertTrue
import org.junit.Test
import kotlin.math.PI
import kotlin.math.abs
import kotlin.math.sin
/**
* Pins the Kotlin front-end to the upstream Python reference implementation.
*
* `golden_spec.txt` was produced by deepcw-engine's own preprocessing code
* (numpy reflect padding, `np.hanning(N+1)[:-1]`, `np.fft.rfft`, `log1p`) over
* the audio [generateTestAudio] builds. Both sides synthesise the audio from
* the same deterministic formula, so only the spectrogram needs pinning.
*
* A mismatch here means the model would receive subtly wrong input and emit
* plausible-looking garbage, which is very hard to diagnose downstream — so
* this test guards the whole pipeline.
*
* Regenerate with `scripts/deepcw_gen_golden.py` from the skill library if the
* model metadata ever changes.
*/
class CwDeepGoldenVectorTest {
private companion object {
const val SRC_RATE = 8000
const val TONE_HZ = 700.0
const val AMPLITUDE = 0.6
const val DOT_SAMPLES = 480 // 20 WPM at 8000 Hz: 1.2/20*8000
const val PATTERN = "-.-." // the letter C
const val TOLERANCE = 1e-4f
}
/** Square-keyed 700 Hz tone: 4 dots of silence, "C", 4 dots of silence. */
private fun generateTestAudio(): FloatArray {
val keying = ArrayList<Int>()
repeat(4 * DOT_SAMPLES) { keying.add(0) }
for ((i, element) in PATTERN.withIndex()) {
val length = if (element == '-') 3 * DOT_SAMPLES else DOT_SAMPLES
repeat(length) { keying.add(1) }
if (i < PATTERN.length - 1) repeat(DOT_SAMPLES) { keying.add(0) }
}
repeat(4 * DOT_SAMPLES) { keying.add(0) }
return FloatArray(keying.size) { i ->
if (keying[i] == 1) {
(AMPLITUDE * sin(2.0 * PI * TONE_HZ * i / SRC_RATE)).toFloat()
} else {
0f
}
}
}
private fun readGoldenSpectrogram(): Array<FloatArray> {
val stream = javaClass.classLoader?.getResourceAsStream("cw/golden_spec.txt")
?: throw IllegalStateException("cw/golden_spec.txt missing from test resources")
stream.bufferedReader().use { reader ->
val (frames, bins) = reader.readLine().trim().split(" ").map(String::toInt)
return Array(frames) {
val row = reader.readLine().trim().split(" ")
require(row.size == bins) { "expected $bins values, got ${row.size}" }
FloatArray(bins) { i -> row[i].toFloat() }
}
}
}
@Test
fun spectrogramMatchesPythonReferenceFrameByFrame() {
val expected = readGoldenSpectrogram()
val audio = CwDeepSpectrogram.resampleLinear(
generateTestAudio(), SRC_RATE, CwDeepSpectrogram.SAMPLE_RATE
)
val actual = CwDeepSpectrogram.compute(audio)
assertEquals("frame count", expected.size, actual.size)
assertEquals("bin count", expected[0].size, actual[0].size)
var worstDelta = 0f
var worstAt = ""
for (t in expected.indices) {
for (f in expected[t].indices) {
val delta = abs(expected[t][f] - actual[t][f])
if (delta > worstDelta) {
worstDelta = delta
worstAt = "frame $t bin $f: expected ${expected[t][f]}, got ${actual[t][f]}"
}
}
}
assertTrue(
"front-end diverges from the Python reference — worst delta $worstDelta at $worstAt",
worstDelta <= TOLERANCE
)
}
@Test
fun resampledLengthMatchesReference() {
val audio = generateTestAudio()
assertEquals("source audio length", 9120, audio.size)
val resampled = CwDeepSpectrogram.resampleLinear(
audio, SRC_RATE, CwDeepSpectrogram.SAMPLE_RATE
)
assertEquals("resampled length", 3648, resampled.size)
}
@Test
fun goldenVectorHasExpectedShape() {
val golden = readGoldenSpectrogram()
assertEquals("frames", 77, golden.size)
assertEquals("bins", CwDeepSpectrogram.FREQUENCY_BINS, golden[0].size)
}
}
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