#!/usr/bin/env python3 """把生成的音乐裁成指定长度的无缝循环 BGM,并做客观验收。 MiniMax 接口既没有 duration 参数、也没有循环淡化,游戏/短片要定长循环 BGM 只能后期做。本脚本负责: 1. 测素材实际速度,把循环长度对齐到整数小节(只对齐电平不对齐节奏, 循环起来会丢拍) 2. 扫描起点,选首尾 2 秒在 RMS/频谱质心/低频占比上最接近的窗口, 并避开渐入、渐出和能量凹陷 3. 用 qsin 等功率曲线做尾→头交叉淡化 4. 验收:峰值、静音、接缝跳变、立体声宽度 依赖:ffmpeg/ffprobe + numpy 用法: python3 loopify.py raw.mp3 -o bgm_loop.mp3 -L 45 --preview 3 """ import argparse, os, shutil, subprocess, sys try: import numpy as np except ImportError: sys.exit("需要 numpy:pip3 install numpy") if not shutil.which("ffmpeg"): sys.exit("需要 ffmpeg:brew install ffmpeg") ANALYZE_SR = 22050 HOP = 512 def decode(path, sr, ch=1): r = subprocess.run(["ffmpeg", "-v", "error", "-i", path, "-ac", str(ch), "-ar", str(sr), "-f", "f32le", "-"], capture_output=True) if r.returncode != 0: sys.exit("解码失败:%s" % r.stderr.decode("utf-8", "replace")[:400]) a = np.frombuffer(r.stdout, dtype=np.float32) return a.reshape(-1, ch) if ch > 1 else a def beat_period(x): """谱通量 + 自相关,估计节拍周期(秒)。""" win = 1024 n = (len(x) - win) // HOP if n < 64: return None idx = np.arange(n)[:, None] * HOP + np.arange(win) S = np.abs(np.fft.rfft(x[idx] * np.hanning(win), axis=1)) flux = np.maximum(0, np.diff(S, axis=0)).sum(axis=1) flux = flux - flux.mean() fps = ANALYZE_SR / HOP ac = np.correlate(flux, flux, "full")[len(flux) - 1:] lo, hi = int(fps * 60 / 160), int(fps * 60 / 60) if hi >= len(ac): return None return (lo + int(np.argmax(ac[lo:hi]))) / fps def pick_window(x, dur, target, tol, fade): """返回 (t0, L, score, 说明)。""" beat = beat_period(x) cands = [] if beat: for bpb in (3, 4, 6, 8): bar = beat * bpb k = 1 while bar * k <= target + tol: L = bar * k if target - tol <= L <= target + tol: cands.append((L, "%d 小节 × %d 拍 @ %.1f BPM" % (k, bpb, 60 / beat))) k += 1 if not cands: cands = [(float(target), "未测出稳定节拍,用目标长度")] def feat(t): a = x[int(t * ANALYZE_SR):int((t + fade) * ANALYZE_SR)] if len(a) < ANALYZE_SR // 2: return None sp = np.abs(np.fft.rfft(a * np.hanning(len(a)))) fr = np.fft.rfftfreq(len(a), 1 / ANALYZE_SR) e = sp.sum() + 1e-9 return np.array([20 * np.log10(np.sqrt((a ** 2).mean()) + 1e-9), (sp * fr).sum() / e / 1000.0, sp[fr < 300].sum() / e * 20]) best = None for L, why in cands: if L + fade + 1.5 > dur: continue t0 = 1.0 while t0 + L + fade <= dur - 0.5: h, t = feat(t0), feat(t0 + L) if h is not None and t is not None: seg = x[int(t0 * ANALYZE_SR):int((t0 + L) * ANALYZE_SR)] k = int(ANALYZE_SR * 0.5) quietest = min(np.sqrt((seg[i:i + k] ** 2).mean()) for i in range(0, max(1, len(seg) - k), k)) penalty = max(0.0, -20 * np.log10(quietest + 1e-9) - 40) * 0.5 d = float(np.abs(h - t).sum()) + penalty if best is None or d < best[2]: best = (t0, L, d, why) t0 += 0.05 if best is None: sys.exit("素材太短,做不出 %.1fs 的循环(需要至少 %.1fs)" % (target, target + fade + 2.5)) return best def build(src, out, t0, L, fade, bitrate, peak_dbfs): wav = os.path.splitext(out)[0] + ".wav" fc = ("[0:a]atrim=start=%.4f:duration=%.4f,asetpts=PTS-STARTPTS[tail];" "[1:a]atrim=start=%.4f:duration=%.4f,asetpts=PTS-STARTPTS[body];" "[tail][body]acrossfade=d=%.2f:c1=qsin:c2=qsin[out]" % (t0 + L, fade, t0, L, fade)) subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-i", src, "-i", src, "-filter_complex", fc, "-map", "[out]", "-c:a", "pcm_s24le", wav], check=True) # MiniMax 的输出电平不稳定(实测有 -2.3 dBFS 的,也有 0.0 dBFS 顶格的)。 # 顶格素材经交叉淡化两路叠加必然溢出,所以这里统一压到目标峰值。 target = 10 ** (peak_dbfs / 20.0) p = float(np.abs(decode(wav, 44100, 2)).max()) if p > target: g = target / max(p, 1e-9) tmp = wav + ".tmp.wav" subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-i", wav, "-af", "volume=%.6f" % g, "-c:a", "pcm_s24le", tmp], check=True) os.replace(tmp, wav) print("留余量: 峰值 %.1f → %.1f dBFS(衰减 %.1f dB)" % (20 * np.log10(p + 1e-9), peak_dbfs, 20 * np.log10(g))) subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-i", wav, "-c:a", "libmp3lame", "-b:a", bitrate, out], check=True) return wav def verify(wav, sr=44100): x = decode(wav, sr, 2) ok = True print("\n=== 验收 ===") print("时长 %.3fs · %d 声道 · %d Hz" % (len(x) / sr, x.shape[1], sr)) peak = float(np.abs(x).max()) good = peak < 0.999 ok &= good print("峰值 %.4f (%.1f dBFS) %s" % (peak, 20 * np.log10(peak + 1e-9), "OK" if good else "削波!")) def rms_db(a): return 20 * np.log10(np.sqrt((a ** 2).mean()) + 1e-9) k = sr // 2 q = min(rms_db(x[i:i + k]) for i in range(0, len(x) - k, k // 2)) good = q > -45 ok &= good print("最静 0.5s %.1f dB %s" % (q, "OK" if good else "有静音段!")) mono = x.mean(axis=1) typ = float(np.percentile(np.abs(np.diff(mono)), 99.9)) seam = float(abs(mono[0] - mono[-1])) good = seam <= typ ok &= good print("接缝跳变 %.6f vs 曲内 99.9 分位 %.6f(比值 %.2f)%s" % (seam, typ, seam / (typ + 1e-12), "OK" if good else "有咔哒声!")) d = abs(rms_db(mono[-k:]) - rms_db(mono[:k])) good = d < 3 ok &= good print("接缝前后 RMS 差 %.1f dB %s" % (d, "OK" if good else "电平不匹配")) w = float(np.abs(x[:, 0] - x[:, 1]).mean() / (np.abs(x).mean() + 1e-9)) print("立体声宽度 %.3f %s" % (w, "有空间感" if w > 0.1 else "接近单声道")) print("=== %s ===" % ("全项通过" if ok else "有项未通过,见上")) return ok def main(): ap = argparse.ArgumentParser(description="裁成无缝循环 BGM") ap.add_argument("input") ap.add_argument("-o", "--output", default="bgm_loop.mp3") ap.add_argument("-L", "--length", type=float, default=45.0, help="目标秒数") ap.add_argument("--tol", type=float, default=1.0, help="长度容差秒") ap.add_argument("--fade", type=float, default=2.0, help="交叉淡化秒") ap.add_argument("--bitrate", default="256k") ap.add_argument("--peak", type=float, default=-1.0, help="目标峰值 dBFS,超了自动衰减留余量") ap.add_argument("--preview", type=int, default=0, help="额外导出连播 N 遍的试听文件,用来听接缝") ap.add_argument("--keep-wav", action="store_true", help="保留无损 wav") a = ap.parse_args() src = os.path.expanduser(a.input) out = os.path.expanduser(a.output) x = decode(src, ANALYZE_SR) dur = len(x) / ANALYZE_SR print("素材 %s · %.2fs" % (os.path.basename(src), dur)) t0, L, score, why = pick_window(x, dur, a.length, a.tol, a.fade) print("循环长度 %.3fs(%s)· 起点 %.2fs · 接缝差异分 %.3f" % (L, why, t0, score)) wav = build(src, out, t0, L, a.fade, a.bitrate, a.peak) verify(wav) if a.preview > 1: pv = os.path.splitext(out)[0] + "_x%d.mp3" % a.preview subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-stream_loop", str(a.preview - 1), "-i", wav, "-c:a", "libmp3lame", "-b:a", a.bitrate, pv], check=True) print("接缝试听(连播 %d 遍): %s" % (a.preview, pv)) if not a.keep_wav: os.remove(wav) else: print("无损: %s" % wav) print("成品: %s" % out) if __name__ == "__main__": main()