初始发布: 21 个 skills (Claude Code / Codex / DSH)
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#!/usr/bin/env python3
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"""把生成的音乐裁成指定长度的无缝循环 BGM，并做客观验收。
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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
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只能后期做。本脚本负责：
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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，
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循环起来会丢拍）
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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，
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并避开渐入、渐出和能量凹陷
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3. 用 qsin 等功率曲线做尾→头交叉淡化
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4. 验收：峰值、静音、接缝跳变、立体声宽度
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依赖：ffmpeg/ffprobe + numpy
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用法：
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python3 loopify.py raw.mp3 -o bgm_loop.mp3 -L 45 --preview 3
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"""
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import argparse, os, shutil, subprocess, sys
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try:
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import numpy as np
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except ImportError:
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sys.exit("需要 numpy：pip3 install numpy")
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if not shutil.which("ffmpeg"):
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sys.exit("需要 ffmpeg：brew install ffmpeg")
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ANALYZE_SR = 22050
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HOP = 512
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def decode(path, sr, ch=1):
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r = subprocess.run(["ffmpeg", "-v", "error", "-i", path, "-ac", str(ch),
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"-ar", str(sr), "-f", "f32le", "-"],
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capture_output=True)
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if r.returncode != 0:
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sys.exit("解码失败：%s" % r.stderr.decode("utf-8", "replace")[:400])
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a = np.frombuffer(r.stdout, dtype=np.float32)
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return a.reshape(-1, ch) if ch > 1 else a
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def beat_period(x):
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"""谱通量 + 自相关，估计节拍周期（秒）。"""
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win = 1024
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n = (len(x) - win) // HOP
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if n < 64:
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return None
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idx = np.arange(n)[:, None] * HOP + np.arange(win)
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S = np.abs(np.fft.rfft(x[idx] * np.hanning(win), axis=1))
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flux = np.maximum(0, np.diff(S, axis=0)).sum(axis=1)
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flux = flux - flux.mean()
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fps = ANALYZE_SR / HOP
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ac = np.correlate(flux, flux, "full")[len(flux) - 1:]
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lo, hi = int(fps * 60 / 160), int(fps * 60 / 60)
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if hi >= len(ac):
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return None
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return (lo + int(np.argmax(ac[lo:hi]))) / fps
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def pick_window(x, dur, target, tol, fade):
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"""返回 (t0, L, score, 说明)。"""
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beat = beat_period(x)
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cands = []
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if beat:
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for bpb in (3, 4, 6, 8):
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bar = beat * bpb
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k = 1
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while bar * k <= target + tol:
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L = bar * k
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if target - tol <= L <= target + tol:
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cands.append((L, "%d 小节 × %d 拍 @ %.1f BPM"
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% (k, bpb, 60 / beat)))
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k += 1
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if not cands:
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cands = [(float(target), "未测出稳定节拍，用目标长度")]
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def feat(t):
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a = x[int(t * ANALYZE_SR):int((t + fade) * ANALYZE_SR)]
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if len(a) < ANALYZE_SR // 2:
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return None
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sp = np.abs(np.fft.rfft(a * np.hanning(len(a))))
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fr = np.fft.rfftfreq(len(a), 1 / ANALYZE_SR)
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e = sp.sum() + 1e-9
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return np.array([20 * np.log10(np.sqrt((a ** 2).mean()) + 1e-9),
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(sp * fr).sum() / e / 1000.0,
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sp[fr < 300].sum() / e * 20])
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best = None
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for L, why in cands:
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if L + fade + 1.5 > dur:
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continue
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t0 = 1.0
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while t0 + L + fade <= dur - 0.5:
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h, t = feat(t0), feat(t0 + L)
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if h is not None and t is not None:
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seg = x[int(t0 * ANALYZE_SR):int((t0 + L) * ANALYZE_SR)]
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k = int(ANALYZE_SR * 0.5)
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quietest = min(np.sqrt((seg[i:i + k] ** 2).mean())
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for i in range(0, max(1, len(seg) - k), k))
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penalty = max(0.0, -20 * np.log10(quietest + 1e-9) - 40) * 0.5
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d = float(np.abs(h - t).sum()) + penalty
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if best is None or d < best[2]:
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best = (t0, L, d, why)
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t0 += 0.05
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if best is None:
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sys.exit("素材太短，做不出 %.1fs 的循环（需要至少 %.1fs）"
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% (target, target + fade + 2.5))
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return best
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def build(src, out, t0, L, fade, bitrate, peak_dbfs):
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wav = os.path.splitext(out)[0] + ".wav"
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fc = ("[0:a]atrim=start=%.4f:duration=%.4f,asetpts=PTS-STARTPTS[tail];"
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"[1:a]atrim=start=%.4f:duration=%.4f,asetpts=PTS-STARTPTS[body];"
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"[tail][body]acrossfade=d=%.2f:c1=qsin:c2=qsin[out]"
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% (t0 + L, fade, t0, L, fade))
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subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y",
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"-i", src, "-i", src, "-filter_complex", fc,
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"-map", "[out]", "-c:a", "pcm_s24le", wav], check=True)
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# MiniMax 的输出电平不稳定（实测有 -2.3 dBFS 的，也有 0.0 dBFS 顶格的）。
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# 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。
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target = 10 ** (peak_dbfs / 20.0)
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p = float(np.abs(decode(wav, 44100, 2)).max())
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if p > target:
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g = target / max(p, 1e-9)
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tmp = wav + ".tmp.wav"
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subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-i", wav,
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"-af", "volume=%.6f" % g, "-c:a", "pcm_s24le", tmp],
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check=True)
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os.replace(tmp, wav)
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print("留余量: 峰值 %.1f → %.1f dBFS（衰减 %.1f dB）"
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% (20 * np.log10(p + 1e-9), peak_dbfs, 20 * np.log10(g)))
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subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y", "-i", wav,
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"-c:a", "libmp3lame", "-b:a", bitrate, out], check=True)
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return wav
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def verify(wav, sr=44100):
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x = decode(wav, sr, 2)
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ok = True
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print("\n=== 验收 ===")
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print("时长 %.3fs · %d 声道 · %d Hz" % (len(x) / sr, x.shape[1], sr))
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peak = float(np.abs(x).max())
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good = peak < 0.999
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ok &= good
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print("峰值 %.4f (%.1f dBFS) %s" % (peak, 20 * np.log10(peak + 1e-9),
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"OK" if good else "削波!"))
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def rms_db(a):
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return 20 * np.log10(np.sqrt((a ** 2).mean()) + 1e-9)
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k = sr // 2
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q = min(rms_db(x[i:i + k]) for i in range(0, len(x) - k, k // 2))
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good = q > -45
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ok &= good
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print("最静 0.5s %.1f dB %s" % (q, "OK" if good else "有静音段!"))
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mono = x.mean(axis=1)
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typ = float(np.percentile(np.abs(np.diff(mono)), 99.9))
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seam = float(abs(mono[0] - mono[-1]))
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good = seam <= typ
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ok &= good
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print("接缝跳变 %.6f vs 曲内 99.9 分位 %.6f（比值 %.2f）%s"
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% (seam, typ, seam / (typ + 1e-12), "OK" if good else "有咔哒声!"))
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d = abs(rms_db(mono[-k:]) - rms_db(mono[:k]))
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good = d < 3
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ok &= good
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print("接缝前后 RMS 差 %.1f dB %s" % (d, "OK" if good else "电平不匹配"))
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w = float(np.abs(x[:, 0] - x[:, 1]).mean() / (np.abs(x).mean() + 1e-9))
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print("立体声宽度 %.3f %s" % (w, "有空间感" if w > 0.1 else "接近单声道"))
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print("=== %s ===" % ("全项通过" if ok else "有项未通过，见上"))
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return ok
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def main():
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ap = argparse.ArgumentParser(description="裁成无缝循环 BGM")
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ap.add_argument("input")
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ap.add_argument("-o", "--output", default="bgm_loop.mp3")
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ap.add_argument("-L", "--length", type=float, default=45.0, help="目标秒数")
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ap.add_argument("--tol", type=float, default=1.0, help="长度容差秒")
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ap.add_argument("--fade", type=float, default=2.0, help="交叉淡化秒")
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ap.add_argument("--bitrate", default="256k")
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ap.add_argument("--peak", type=float, default=-1.0,
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help="目标峰值 dBFS，超了自动衰减留余量")
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ap.add_argument("--preview", type=int, default=0,
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help="额外导出连播 N 遍的试听文件，用来听接缝")
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ap.add_argument("--keep-wav", action="store_true", help="保留无损 wav")
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a = ap.parse_args()
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src = os.path.expanduser(a.input)
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out = os.path.expanduser(a.output)
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x = decode(src, ANALYZE_SR)
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dur = len(x) / ANALYZE_SR
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print("素材 %s · %.2fs" % (os.path.basename(src), dur))
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t0, L, score, why = pick_window(x, dur, a.length, a.tol, a.fade)
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print("循环长度 %.3fs（%s）· 起点 %.2fs · 接缝差异分 %.3f" % (L, why, t0, score))
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wav = build(src, out, t0, L, a.fade, a.bitrate, a.peak)
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verify(wav)
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if a.preview > 1:
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pv = os.path.splitext(out)[0] + "_x%d.mp3" % a.preview
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subprocess.run(["ffmpeg", "-hide_banner", "-v", "error", "-y",
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"-stream_loop", str(a.preview - 1), "-i", wav,
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"-c:a", "libmp3lame", "-b:a", a.bitrate, pv], check=True)
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print("接缝试听（连播 %d 遍）: %s" % (a.preview, pv))
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if not a.keep_wav:
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os.remove(wav)
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else:
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print("无损: %s" % wav)
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print("成品: %s" % out)
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if __name__ == "__main__":
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main()
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