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b/artifacts/spectra/canary-packet-192847/source-spectrogram-linear.png new file mode 100644 index 0000000..3f7b33c Binary files /dev/null and b/artifacts/spectra/canary-packet-192847/source-spectrogram-linear.png differ diff --git a/artifacts/spectra/canary-packet-192847/source-spectrogram-log.png b/artifacts/spectra/canary-packet-192847/source-spectrogram-log.png new file mode 100644 index 0000000..7dfdf6a Binary files /dev/null and b/artifacts/spectra/canary-packet-192847/source-spectrogram-log.png differ diff --git a/research/bioacoustic-contestants-2026-05-24.md b/research/bioacoustic-contestants-2026-05-24.md index 1dd4ff3..cff4a4c 100644 --- a/research/bioacoustic-contestants-2026-05-24.md +++ b/research/bioacoustic-contestants-2026-05-24.md @@ -109,6 +109,22 @@ overvalue sparse perfection. ## Packet Contest Receipts +## Spectral Receipts + +The current canary packet has rendered spectral witnesses under +`artifacts/spectra/canary-packet-192847/`: + +- `source-spectrogram-linear.png`: linear-frequency view. +- `source-spectrogram-log.png`: log-frequency view, closer to the perceptual + shape we keep talking about. +- `source-spectral-peaks.csv`: per-frame peak bins for quick inspection. + +The log spectrogram shows the actual packet anatomy: hard vertical onset gaps, +two lower timing chips, then payload-colored formant ladders. The early peak CSV +shows the first anchor band climbing around `2.67-3.12 kHz` between `0.040s` +and `0.070s`, which is exactly the kind of explicit spectral witness the harness +should have been producing from the beginning. + ### Current Honest Payload Receipt Run: diff --git a/tools/render_spectrogram.py b/tools/render_spectrogram.py new file mode 100644 index 0000000..a4f5ec4 --- /dev/null +++ b/tools/render_spectrogram.py @@ -0,0 +1,115 @@ +import argparse +import csv +import math +import wave +from pathlib import Path + +import numpy as np +from PIL import Image + + +def read_wav_mono(path: Path) -> tuple[int, np.ndarray]: + with wave.open(str(path), "rb") as handle: + sample_rate = handle.getframerate() + channels = handle.getnchannels() + width = handle.getsampwidth() + frames = handle.getnframes() + raw = handle.readframes(frames) + + if width == 2: + data = np.frombuffer(raw, dtype=np.int16).astype(np.float32) / 32768.0 + elif width == 4: + data = np.frombuffer(raw, dtype=np.float32).astype(np.float32) + else: + raise ValueError(f"unsupported sample width: {width}") + + if channels > 1: + data = data.reshape((-1, channels)).mean(axis=1) + return sample_rate, data + + +def stft(samples: np.ndarray, fft_size: int, hop: int) -> np.ndarray: + if len(samples) < fft_size: + samples = np.pad(samples, (0, fft_size - len(samples))) + frame_count = 1 + max(0, (len(samples) - fft_size) // hop) + window = np.hanning(fft_size).astype(np.float32) + output = np.empty((fft_size // 2 + 1, frame_count), dtype=np.float32) + for frame in range(frame_count): + offset = frame * hop + segment = samples[offset : offset + fft_size] + if len(segment) < fft_size: + segment = np.pad(segment, (0, fft_size - len(segment))) + spectrum = np.fft.rfft(segment * window) + output[:, frame] = np.abs(spectrum) + return output + + +def colorize(db: np.ndarray, floor_db: float, ceiling_db: float) -> Image.Image: + norm = np.clip((db - floor_db) / (ceiling_db - floor_db), 0.0, 1.0) + norm = norm[::-1, :] + r = np.clip((norm * 2.2 - 0.25) * 255, 0, 255) + g = np.clip(np.sin(norm * math.pi) * 255, 0, 255) + b = np.clip((1.0 - norm * 1.25) * 160, 0, 160) + rgb = np.stack([r, g, b], axis=2).astype(np.uint8) + return Image.fromarray(rgb, mode="RGB") + + +def write_peak_csv(path: Path, magnitudes: np.ndarray, sample_rate: int, fft_size: int, hop: int, peak_count: int) -> None: + freqs = np.fft.rfftfreq(fft_size, 1.0 / sample_rate) + with path.open("w", newline="", encoding="utf-8") as handle: + writer = csv.writer(handle) + writer.writerow(["frame", "time_seconds", "rank", "frequency_hz", "magnitude_db"]) + for frame in range(magnitudes.shape[1]): + column = magnitudes[:, frame] + indexes = np.argpartition(column, -peak_count)[-peak_count:] + indexes = indexes[np.argsort(column[indexes])[::-1]] + for rank, index in enumerate(indexes, start=1): + writer.writerow([ + frame, + f"{frame * hop / sample_rate:.6f}", + rank, + f"{freqs[index]:.3f}", + f"{20.0 * math.log10(max(float(column[index]), 1.0e-9)):.3f}", + ]) + + +def main() -> int: + parser = argparse.ArgumentParser() + parser.add_argument("input", type=Path) + parser.add_argument("--output-dir", type=Path, required=True) + parser.add_argument("--fft", type=int, default=2048) + parser.add_argument("--hop", type=int, default=128) + parser.add_argument("--floor-db", type=float, default=-95.0) + parser.add_argument("--ceiling-db", type=float, default=-18.0) + parser.add_argument("--peaks", type=int, default=8) + args = parser.parse_args() + + args.output_dir.mkdir(parents=True, exist_ok=True) + sample_rate, samples = read_wav_mono(args.input) + magnitudes = stft(samples, args.fft, args.hop) + db = 20.0 * np.log10(np.maximum(magnitudes, 1.0e-9)) + + stem = args.input.stem + linear_png = args.output_dir / f"{stem}-spectrogram-linear.png" + log_png = args.output_dir / f"{stem}-spectrogram-log.png" + peaks_csv = args.output_dir / f"{stem}-spectral-peaks.csv" + + colorize(db, args.floor_db, args.ceiling_db).resize((max(800, db.shape[1] * 3), 640)).save(linear_png) + + # Log-frequency display by sampling rows at exponentially spaced bins. + rows = 512 + max_bin = db.shape[0] - 1 + log_bins = np.geomspace(1, max_bin, rows).astype(int) + log_db = db[log_bins, :] + colorize(log_db, args.floor_db, args.ceiling_db).resize((max(800, db.shape[1] * 3), 640)).save(log_png) + write_peak_csv(peaks_csv, magnitudes, sample_rate, args.fft, args.hop, args.peaks) + + print(f"spectrogram input={args.input} sampleRate={sample_rate} samples={len(samples)}") + print(f"linear={linear_png}") + print(f"log={log_png}") + print(f"peaks={peaks_csv}") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main())