diff --git a/mcp_central/ace_music_gen/.DS_Store b/mcp_central/ace_music_gen/.DS_Store new file mode 100644 index 0000000..feca861 Binary files /dev/null and b/mcp_central/ace_music_gen/.DS_Store differ diff --git a/mcp_central/ace_music_gen/.python-version b/mcp_central/ace_music_gen/.python-version new file mode 100644 index 0000000..2c07333 --- /dev/null +++ b/mcp_central/ace_music_gen/.python-version @@ -0,0 +1 @@ +3.11 diff --git a/mcp_central/ace_music_gen/README.md b/mcp_central/ace_music_gen/README.md new file mode 100644 index 0000000..ddad89e --- /dev/null +++ b/mcp_central/ace_music_gen/README.md @@ -0,0 +1,67 @@ +# ACE Music Generator + +基于ACE-Step的音乐生成工具包 + +## 安装 + +首先安装ACE-Step库 + +```bash +git clone https://github.com/ACE-Studio/ACE-Step.git +cd ACE-Step +pip install -r requirements.txt +pip install -e . +``` + +然后安装本项目 + +```bash +cd ace_music_gen +uv sync +``` + +## 使用 + +运行程序 + +```bash +uv run python main.py +``` + +或者在代码中使用 + +```python +from src.ace_music_gen import SimpleACEMusicGen + +generator = SimpleACEMusicGen() +generator.setup_api("your_api_key") +result = generator.generate_and_create_music("生成一首轻快的歌") +``` + +## 项目结构 + +``` +ace_music_gen/ +├── src/ace_music_gen/ +│ ├── generator.py # 音乐生成 +│ ├── evaluator.py # 音频评估 +│ └── llm_client.py # LLM客户端 +└── main.py # 运行入口 +``` + +## 配置 + +可以设置阿里云API密钥来生成更好的歌词 + +```python +generator.setup_api("your_dashscope_api_key") +``` + +## 依赖 + +- librosa +- numpy +- requests +- pesq + +生成的音频文件保存在outputs目录下 \ No newline at end of file diff --git a/mcp_central/ace_music_gen/gen_muslic.py b/mcp_central/ace_music_gen/gen_muslic.py new file mode 100644 index 0000000..9126b78 --- /dev/null +++ b/mcp_central/ace_music_gen/gen_muslic.py @@ -0,0 +1,616 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- + +import json +import requests +import librosa +import numpy as np +from typing import Dict +from acestep.pipeline_ace_step import ACEStepPipeline +try: + from pesq import pesq + HAS_PESQ = True +except ImportError: + HAS_PESQ = False + print("PESQ library not available, will use simplified audio analysis") + + +class AudioEvaluator: + """音频质量评估器""" + + def __init__(self): + self.has_pesq = HAS_PESQ + + def evaluate_audio(self, audio_path: str) -> Dict: + """ + 评估音频文件质量 + + Args: + audio_path: 音频文件路径 + + Returns: + 评估结果字典 + """ + try: + # 使用librosa加载音频 + y, sr = librosa.load(audio_path, sr=None) + + # 基础音频特征分析 + audio_features = self._analyze_audio_features(y, sr) + + # 质量评估 + quality_scores = self._calculate_quality_scores(y, sr) + + # 生成综合评估 + overall_score = self._calculate_overall_score(audio_features, quality_scores) + + # 生成建议 + recommendations = self._generate_recommendations(audio_features, quality_scores) + + return { + "overall_score": overall_score, + "audio_features": audio_features, + "quality_scores": quality_scores, + "recommendations": recommendations, + "analysis_info": { + "duration": len(y) / sr, + "sample_rate": sr, + "channels": 1 if y.ndim == 1 else y.shape[0] + } + } + + except Exception as e: + return { + "error": f"音频分析失败: {str(e)}", + "overall_score": 0.0 + } + + def _analyze_audio_features(self, y, sr): + """分析音频特征""" + features = {} + + # 频谱质心 (音色亮度) + spectral_centroids = librosa.feature.spectral_centroid(y=y, sr=sr)[0] + features['spectral_centroid_mean'] = np.mean(spectral_centroids) + features['spectral_centroid_std'] = np.std(spectral_centroids) + + # RMS能量 (响度) + rms = librosa.feature.rms(y=y)[0] + features['rms_mean'] = np.mean(rms) + features['rms_std'] = np.std(rms) + + # 零交叉率 (音频纯净度) + zcr = librosa.feature.zero_crossing_rate(y)[0] + features['zcr_mean'] = np.mean(zcr) + + # MFCC特征 (音色特征) + mfccs = librosa.feature.mfcc(y=y, sr=sr, n_mfcc=13) + features['mfcc_mean'] = np.mean(mfccs, axis=1).tolist() + + # 频谱对比度 + spectral_contrast = librosa.feature.spectral_contrast(y=y, sr=sr) + features['spectral_contrast_mean'] = np.mean(spectral_contrast) + + return features + + def _calculate_quality_scores(self, y, sr): + """计算音频质量分数""" + scores = {} + + # 动态范围 + dynamic_range = np.max(y) - np.min(y) + scores['dynamic_range'] = min(dynamic_range * 10, 10.0) # 归一化到0-10 + + # 信噪比估算 + rms = librosa.feature.rms(y=y)[0] + snr_estimate = 20 * np.log10(np.mean(rms) / (np.std(rms) + 1e-10)) + scores['snr_estimate'] = min(max(snr_estimate / 10, 0), 10.0) # 归一化到0-10 + + # 频谱平衡度 + freqs = np.abs(np.fft.fft(y)) + freq_balance = 1.0 - np.std(freqs) / (np.mean(freqs) + 1e-10) + scores['frequency_balance'] = min(max(freq_balance * 10, 0), 10.0) + + # 如果有PESQ,计算感知质量 + if self.has_pesq and sr == 16000: # PESQ需要16kHz采样率 + try: + # 对于单通道音频,与自身比较作为参考 + pesq_score = pesq(sr, y, y, 'wb') # 宽带模式 + scores['pesq_score'] = pesq_score + except: + scores['pesq_score'] = None + else: + scores['pesq_score'] = None + + return scores + + def _calculate_overall_score(self, features, scores): + """计算综合评分""" + total_score = 0 + count = 0 + + # 动态范围权重: 30% + if 'dynamic_range' in scores: + total_score += scores['dynamic_range'] * 0.3 + count += 0.3 + + # 信噪比权重: 25% + if 'snr_estimate' in scores: + total_score += scores['snr_estimate'] * 0.25 + count += 0.25 + + # 频谱平衡权重: 25% + if 'frequency_balance' in scores: + total_score += scores['frequency_balance'] * 0.25 + count += 0.25 + + # PESQ分数权重: 20% + if scores.get('pesq_score') is not None: + pesq_normalized = min(scores['pesq_score'] / 4.5 * 10, 10.0) + total_score += pesq_normalized * 0.2 + count += 0.2 + + return total_score / count if count > 0 else 5.0 + + def _generate_recommendations(self, features, scores): + """生成改进建议""" + recommendations = [] + + # 动态范围建议 + if scores.get('dynamic_range', 5) < 3: + recommendations.append("动态范围较小,建议增强音频的响度变化") + elif scores.get('dynamic_range', 5) > 8: + recommendations.append("动态范围很好,音频层次丰富") + + # 信噪比建议 + if scores.get('snr_estimate', 5) < 3: + recommendations.append("音频可能存在噪声问题,建议降噪处理") + elif scores.get('snr_estimate', 5) > 7: + recommendations.append("音频信噪比良好,声音清晰") + + # 频谱平衡建议 + if scores.get('frequency_balance', 5) < 4: + recommendations.append("频谱分布不够均衡,建议调整EQ") + elif scores.get('frequency_balance', 5) > 7: + recommendations.append("频谱分布均衡,音色自然") + + # PESQ建议 + if scores.get('pesq_score'): + if scores['pesq_score'] < 2.0: + recommendations.append("感知音质较低,建议检查音频编码质量") + elif scores['pesq_score'] > 3.5: + recommendations.append("感知音质优秀") + + if not recommendations: + recommendations.append("音频质量整体良好") + + return recommendations + + +class SimpleACEMusicGen: + def __init__(self): + self.api_key = None + self.base_url = "https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions" + self.model = "qwen-turbo-latest" + # 自动从网络下载模型,Mac设置bf16=False + self.pipeline = ACEStepPipeline(bf16=False) + # 初始化音频评估器 + self.audio_evaluator = AudioEvaluator() + + def setup_api(self, api_key: str): + self.api_key = api_key + + def generate_and_create_music(self, user_idea: str): + print("第一步:生成音乐参数...") + + # 获取音乐参数 + music_params = self._get_music_params(user_idea) + + print(f"生成的 Prompt: {music_params['prompt']}") + print(f"生成的 Lyrics: {music_params['lyrics'][:100]}...") + + print("\n第二步:开始生成音乐...") + + # 调用ACE-Step生成音乐,下面是调参后适合说唱的参数 + result = self.pipeline( + prompt=music_params['prompt'], + lyrics=music_params['lyrics'], + lora_name_or_path="ACE-Step/ACE-Step-v1-chinese-rap-LoRA", + lora_weight=1.0, + audio_duration=120, + infer_step=60, + guidance_scale=15, + scheduler_type="euler", + cfg_type="apg", + omega_scale=10, + guidance_interval=0.3, + guidance_interval_decay=0, + min_guidance_scale=3, + use_erg_tag=True, + use_erg_lyric=False, + use_erg_diffusion=True, + guidance_scale_text=0, + guidance_scale_lyric=0 + ) + + # 第三步:音频质量评估 + print("\n第三步:分析音频质量...") + audio_evaluation = self._evaluate_generated_audio(result) + + # 将评估结果和原始结果一起返回 + return { + "ace_step_result": result, + "audio_evaluation": audio_evaluation + } + + def _evaluate_generated_audio(self, result): + """评估生成的音频文件""" + try: + # 尝试从结果中获取音频文件路径 + audio_path = None + + if isinstance(result, list) and len(result) > 0: + if isinstance(result[0], dict) and 'audio_path' in result[0]: + audio_path = result[0]['audio_path'] + elif isinstance(result, dict) and 'audio_path' in result: + audio_path = result['audio_path'] + + # 如果没有找到路径,尝试查找outputs目录中最新的文件 + if not audio_path: + import os + import glob + output_dir = "./outputs" + if os.path.exists(output_dir): + wav_files = glob.glob(os.path.join(output_dir, "*.wav")) + if wav_files: + # 获取最新的wav文件 + audio_path = max(wav_files, key=os.path.getctime) + + if audio_path and os.path.exists(audio_path): + print(f"正在分析音频文件: {audio_path}") + evaluation = self.audio_evaluator.evaluate_audio(audio_path) + self._display_evaluation_results(evaluation) + return evaluation + else: + print("未找到生成的音频文件,跳过质量评估") + return {"error": "音频文件未找到"} + + except Exception as e: + print(f"音频评估过程出错: {str(e)}") + return {"error": f"评估失败: {str(e)}"} + + def _display_evaluation_results(self, evaluation): + """显示评估结果""" + if 'error' in evaluation: + print(f"错误: {evaluation['error']}") + return + + # 显示技术评分 + print(f"\n技术评分结果:") + print(f"综合评分: {evaluation['overall_score']:.1f}/10.0") + + if 'analysis_info' in evaluation: + info = evaluation['analysis_info'] + print(f"音频时长: {info['duration']:.1f}秒") + print(f"采样率: {info['sample_rate']}Hz") + + if 'quality_scores' in evaluation: + scores = evaluation['quality_scores'] + print(f"\n详细评分:") + if 'dynamic_range' in scores: + print(f" 动态范围: {scores['dynamic_range']:.1f}/10.0") + if 'snr_estimate' in scores: + print(f" 信噪比: {scores['snr_estimate']:.1f}/10.0") + if 'frequency_balance' in scores: + print(f" 频谱平衡: {scores['frequency_balance']:.1f}/10.0") + if scores.get('pesq_score'): + print(f" 感知质量: {scores['pesq_score']:.1f}/4.5") + + # 获取LLM专业评价 + print(f"\n正在生成AI专业评价...") + llm_evaluation = self._get_llm_evaluation(evaluation) + + print(f"\nAI音乐评价:") + print(f"{llm_evaluation}") + + def _get_llm_evaluation(self, evaluation): + """使用LLM生成专业音乐评价""" + if not self.api_key: + return "未配置API密钥,无法生成AI评价" + + # 构建评估数据摘要 + eval_summary = self._build_evaluation_summary(evaluation) + + # 构建专业音乐评价提示词 + system_prompt = """你是一位资深的音乐制作人和音频工程师,拥有丰富的音乐制作和音频评估经验。 + +你的任务是根据提供的技术评分数据,生成一份专业的音乐评价报告。 + +评价要求: +1. 基于技术数据进行专业分析 +2. 使用通俗易懂但专业的语言 +3. 指出音乐的优点和不足 +4. 提供具体的改进建议 +5. 评价要客观、建设性 +6. 长度控制在100-150字 + +请从音乐制作人的角度,给出专业而友好的评价。""" + + user_prompt = f"""请基于以下技术评分数据,对这首AI生成的音乐进行专业评价: + +{eval_summary} + +请生成一份专业的音乐评价,包含对音质、制作水平的分析和改进建议。""" + + return self._call_llm_for_evaluation(system_prompt, user_prompt) + + def _build_evaluation_summary(self, evaluation): + """构建评估数据摘要""" + summary = f"综合评分: {evaluation['overall_score']:.1f}/10.0\n" + + if 'analysis_info' in evaluation: + info = evaluation['analysis_info'] + summary += f"音频时长: {info['duration']:.1f}秒\n" + summary += f"采样率: {info['sample_rate']}Hz\n" + + if 'quality_scores' in evaluation: + scores = evaluation['quality_scores'] + summary += "技术指标:\n" + if 'dynamic_range' in scores: + summary += f"- 动态范围: {scores['dynamic_range']:.1f}/10.0\n" + if 'snr_estimate' in scores: + summary += f"- 信噪比: {scores['snr_estimate']:.1f}/10.0\n" + if 'frequency_balance' in scores: + summary += f"- 频谱平衡: {scores['frequency_balance']:.1f}/10.0\n" + if scores.get('pesq_score'): + summary += f"- 感知质量(PESQ): {scores['pesq_score']:.1f}/4.5\n" + + return summary + + def _call_llm_for_evaluation(self, system_prompt: str, user_prompt: str) -> str: + """调用LLM生成评价""" + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json" + } + + data = { + "model": self.model, + "messages": [ + {"role": "system", "content": system_prompt}, + {"role": "user", "content": user_prompt} + ], + "temperature": 0.7, + "max_tokens": 300 + } + + try: + response = requests.post(self.base_url, headers=headers, json=data, timeout=30) + response.raise_for_status() + + result = response.json() + content = result["choices"][0]["message"]["content"] + return content.strip() + + except Exception as e: + return f"AI评价生成失败: {str(e)}" + + def _get_music_params(self, user_idea: str) -> Dict[str, str]: + # 构建系统提示 + system_prompt = """你是一个专业的中文音乐创作AI助手,专门为ACE-Step音乐生成模型创作内容。 + +用户会告诉你他们想要什么样的音乐,你需要生成两个参数: + +1. **prompt** (英文): 音乐风格技术描述,格式参考: + - 伤感: "Rap, adult, male, emotional, melancholic, slow tempo, introspective" + - 激昂: "Rap, energetic, powerful, fast tempo, aggressive, clear" + - 温柔: "Rap, soft, gentle, melodic, warm, acoustic elements" + - 愤怒: "Rap, intense, angry, heavy bass, distorted, raw vocals" + +2. **lyrics** (中文): 必须是纯中文说唱歌词,绝对不能包含任何英文,必须包含标准结构: + - [Intro] - 中文开场 + - [Verse] - 中文主歌部分(1-2段) + - [Chorus] - 中文副歌(重复性强,朗朗上口) + - [Bridge] - 中文桥段(可选) + - [Outro] - 中文结尾 + +歌词要求: +- 必须完全使用中文,不能有任何英文单词 +- 符合用户描述的情感和风格 +- 有深度和感染力,避免空洞 +- 保持中文说唱的韵律感和押韵 +- 每句歌词的最后一个字必须押韵,特别是副歌部分 +- 注意韵脚的统一性,如:疼/行/声,或者强/光/王等 +- 长度适中,不要过长 + +请严格按JSON格式返回: +{ + "prompt": "英文风格描述", + "lyrics": "完整纯中文歌词" +}""" + + # 构建用户提示 + user_prompt = f"用户想法: {user_idea}\n\n请为这个想法生成合适的音乐内容。" + + return self._call_api(system_prompt, user_prompt) + + def _call_api(self, system_prompt: str, user_prompt: str) -> Dict[str, str]: + """调用阿里云API""" + if not self.api_key: + return self._get_fallback_content(user_prompt) + + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json" + } + + data = { + "model": self.model, + "messages": [ + {"role": "system", "content": system_prompt}, + {"role": "user", "content": user_prompt} + ], + "temperature": 0.8, + "max_tokens": 1500 + } + + try: + response = requests.post(self.base_url, headers=headers, json=data, timeout=30) + response.raise_for_status() + + result = response.json() + content = result["choices"][0]["message"]["content"] + + # 尝试解析JSON + try: + music_content = json.loads(content.strip()) + if "prompt" in music_content and "lyrics" in music_content: + return music_content + except json.JSONDecodeError: + pass + + # 备用解析 + return self._parse_response(content) + + except Exception as e: + print(f"API调用失败: {e}") + return self._get_fallback_content(user_prompt) + + def _parse_response(self, content: str) -> Dict[str, str]: + # 简单的文本解析逻辑 + lines = content.split('\n') + prompt = "" + lyrics = "" + + in_lyrics = False + + for line in lines: + line = line.strip() + if 'prompt' in line.lower() and ':' in line: + prompt = line.split(':', 1)[1].strip().strip('"{}') + elif 'lyrics' in line.lower() and ':' in line: + lyrics_start = line.split(':', 1)[1].strip().strip('"{}') + lyrics = lyrics_start + in_lyrics = True + elif in_lyrics and line and not line.startswith('{') and not line.startswith('}'): + lyrics += '\n' + line + + return { + "prompt": prompt or "Rap, adult, male, spoken word, clear", + "lyrics": lyrics or self._get_default_lyrics() + } + + def _get_fallback_content(self, user_input: str) -> Dict[str, str]: + # 根据用户输入关键词判断风格 + user_lower = user_input.lower() + + if any(word in user_lower for word in ['伤感', '悲伤', '难过', '失落']): + return { + "prompt": "Rap, adult, male, emotional, melancholic, slow tempo, introspective, clear vocals", + "lyrics": """[Intro] +夜深了,思绪又开始泛滥 +这些年的得失,在心里翻转 + +[Verse] +走过这么多路,回头看那些伤 +有些痛不会忘,像刻在心上的疤 +曾经以为时间会带走所有难过 +现在才发现,有些记忆越久越深刻 + +[Chorus] +伤感不是软弱,是成长的代价 +每一次跌倒,都让我更懂得珍惜 +虽然心会痛,但我还在这里 +用音乐诉说,那些说不出的话 + +[Outro] +伤感也是一种美 +让我学会了更深的体会""" + } + elif any(word in user_lower for word in ['激昂', '热血', '激情', '燃']): + return { + "prompt": "Rap, energetic, powerful, fast tempo, aggressive, clear, motivational", + "lyrics": """[Intro] +点燃心中的火焰 +这一刻,全世界都听见我的声音 + +[Verse] +不服输的心永远年轻 +每一次挑战都让我更加坚定 +汗水是我最好的证明 +成功的路上从不缺少拼搏的身影 + +[Chorus] +热血在沸腾,梦想在召唤 +没有什么能阻挡我前进的步伐 +燃烧吧青春,释放吧力量 +这是属于我们的时代 + +[Outro] +永不熄灭的火 +照亮前行的路""" + } + else: + return { + "prompt": "Rap, adult, male, spoken word, moderate tempo, clear, versatile", + "lyrics": """[Intro] +这是我的声音,这是我的故事 + +[Verse] +生活就像一场说唱 +有高有低,有快有慢 +重要的是保持自己的节拍 +在这个世界上留下属于自己的印记 + +[Chorus] +用音乐表达内心的想法 +让每一个音符都有灵魂 +这就是说唱的魅力 +真实而有力量 + +[Outro] +音乐永不停息 +我们的故事还在继续""" + } + + def _get_default_lyrics(self) -> str: + """默认歌词""" + return """[Intro] +这是我的声音 + +[Verse] +用说唱诉说心声 +每一个字都是真实的表达 + +[Chorus] +音乐就是我的语言 +说出心里话 + +[Outro] +永不停息的节拍""" + + +def main(): + generator = SimpleACEMusicGen() + generator.setup_api("your key") + + print("告诉我你想要什么样的音乐,我会生成参数并直接创建音乐!") + + user_input = input("请描述你想要的音乐: ").strip() + + if user_input: + try: + print("\n" + "="*50) + result = generator.generate_and_create_music(user_input) + print(f"\n 音乐生成完成!") + print(f"音频文件已保存到: ./outputs/ 目录") + print("="*50 + "\n") + except Exception as e: + print(f"生成失败: {e}") + print("="*50 + "\n") + else: + print("未输入音乐描述,程序退出") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/mcp_central/ace_music_gen/main.py b/mcp_central/ace_music_gen/main.py new file mode 100644 index 0000000..e21f75a --- /dev/null +++ b/mcp_central/ace_music_gen/main.py @@ -0,0 +1,33 @@ +#!/usr/bin/env python3 + +from src.ace_music_gen import SimpleACEMusicGen + +def main(): + # 创建生成器实例 + generator = SimpleACEMusicGen() + + # 设置API密钥 + generator.setup_api("your-key") + + + # 示例:生成一首轻快的音乐 + user_idea = "生成一首轻快的流行音乐" + + try: + print(f"正在生成音乐:{user_idea}") + result = generator.generate_and_create_music(user_idea) + + print("\n生成完成!") + print("结果已保存到 outputs/ 目录") + + if 'audio_evaluation' in result: + evaluation = result['audio_evaluation'] + if 'overall_score' in evaluation: + print(f"音频质量评分: {evaluation['overall_score']:.1f}/10.0") + + except Exception as e: + print(f"生成失败: {str(e)}") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/mcp_central/ace_music_gen/pyproject.toml b/mcp_central/ace_music_gen/pyproject.toml new file mode 100644 index 0000000..c0c9b02 --- /dev/null +++ b/mcp_central/ace_music_gen/pyproject.toml @@ -0,0 +1,33 @@ +[project] +name = "ace-music-gen" +version = "0.1.0" +description = "基于ACE-Step的音乐生成工具包" +readme = "README.md" +requires-python = ">=3.8" +dependencies = [ + "librosa>=0.9.0", + "numpy>=1.21.0", + "requests>=2.25.0", + "pesq>=0.0.4", +] + +[project.optional-dependencies] +dev = [ + "pytest>=6.0", + "black>=21.0", + "isort>=5.0", +] + +[project.scripts] +ace-music-gen = "ace_music_gen.main:main" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.black] +line-length = 88 +target-version = ['py38'] + +[tool.isort] +profile = "black" diff --git a/mcp_central/ace_music_gen/src/ace_music_gen/__init__.py b/mcp_central/ace_music_gen/src/ace_music_gen/__init__.py new file mode 100644 index 0000000..da35c67 --- /dev/null +++ b/mcp_central/ace_music_gen/src/ace_music_gen/__init__.py @@ -0,0 +1,8 @@ +"""ACE Music Generator - 基于ACE-Step的音乐生成工具包""" + +from .generator import SimpleACEMusicGen, main +from .evaluator import AudioEvaluator +from .llm_client import LLMClient + +__version__ = "0.1.0" +__all__ = ["SimpleACEMusicGen", "AudioEvaluator", "LLMClient", "main"] \ No newline at end of file diff --git a/mcp_central/ace_music_gen/src/ace_music_gen/__pycache__/__init__.cpython-311.pyc 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a/mcp_central/ace_music_gen/src/ace_music_gen/__pycache__/llm_client.cpython-311.pyc b/mcp_central/ace_music_gen/src/ace_music_gen/__pycache__/llm_client.cpython-311.pyc new file mode 100644 index 0000000..055711d Binary files /dev/null and b/mcp_central/ace_music_gen/src/ace_music_gen/__pycache__/llm_client.cpython-311.pyc differ diff --git a/mcp_central/ace_music_gen/src/ace_music_gen/evaluator.py b/mcp_central/ace_music_gen/src/ace_music_gen/evaluator.py new file mode 100644 index 0000000..cd0ee62 --- /dev/null +++ b/mcp_central/ace_music_gen/src/ace_music_gen/evaluator.py @@ -0,0 +1,184 @@ +"""音频质量评估器模块""" + +import librosa +import numpy as np +from typing import Dict + +try: + from pesq import pesq + HAS_PESQ = True +except ImportError: + HAS_PESQ = False + print("PESQ library not available, will use simplified audio analysis") + + +class AudioEvaluator: + """音频质量评估器""" + + def __init__(self): + self.has_pesq = HAS_PESQ + + def evaluate_audio(self, audio_path: str) -> Dict: + """ + 评估音频文件质量 + + Args: + audio_path: 音频文件路径 + + Returns: + 评估结果字典 + """ + try: + # 使用librosa加载音频 + y, sr = librosa.load(audio_path, sr=None) + + # 基础音频特征分析 + audio_features = self._analyze_audio_features(y, sr) + + # 质量评估 + quality_scores = self._calculate_quality_scores(y, sr) + + # 生成综合评估 + overall_score = self._calculate_overall_score(audio_features, quality_scores) + + # 生成建议 + recommendations = self._generate_recommendations(audio_features, quality_scores) + + return { + "overall_score": overall_score, + "audio_features": audio_features, + "quality_scores": quality_scores, + "recommendations": recommendations, + "analysis_info": { + "duration": len(y) / sr, + "sample_rate": sr, + "channels": 1 if y.ndim == 1 else y.shape[0] + } + } + + except Exception as e: + return { + "error": f"音频分析失败: {str(e)}", + "overall_score": 0.0 + } + + def _analyze_audio_features(self, y, sr): + """分析音频特征""" + features = {} + + # 频谱质心 (音色亮度) + spectral_centroids = librosa.feature.spectral_centroid(y=y, sr=sr)[0] + features['spectral_centroid_mean'] = np.mean(spectral_centroids) + features['spectral_centroid_std'] = np.std(spectral_centroids) + + # RMS能量 (响度) + rms = librosa.feature.rms(y=y)[0] + features['rms_mean'] = np.mean(rms) + features['rms_std'] = np.std(rms) + + # 零交叉率 (音频纯净度) + zcr = librosa.feature.zero_crossing_rate(y)[0] + features['zcr_mean'] = np.mean(zcr) + + # MFCC特征 (音色特征) + mfccs = librosa.feature.mfcc(y=y, sr=sr, n_mfcc=13) + features['mfcc_mean'] = np.mean(mfccs, axis=1).tolist() + + # 频谱对比度 + spectral_contrast = librosa.feature.spectral_contrast(y=y, sr=sr) + features['spectral_contrast_mean'] = np.mean(spectral_contrast) + + return features + + def _calculate_quality_scores(self, y, sr): + """计算音频质量分数""" + scores = {} + + # 动态范围 + dynamic_range = np.max(y) - np.min(y) + scores['dynamic_range'] = min(dynamic_range * 10, 10.0) # 归一化到0-10 + + # 信噪比估算 + rms = librosa.feature.rms(y=y)[0] + snr_estimate = 20 * np.log10(np.mean(rms) / (np.std(rms) + 1e-10)) + scores['snr_estimate'] = min(max(snr_estimate / 10, 0), 10.0) # 归一化到0-10 + + # 频谱平衡度 + freqs = np.abs(np.fft.fft(y)) + freq_balance = 1.0 - np.std(freqs) / (np.mean(freqs) + 1e-10) + scores['frequency_balance'] = min(max(freq_balance * 10, 0), 10.0) + + # 如果有PESQ,计算感知质量 + if self.has_pesq and sr == 16000: # PESQ需要16kHz采样率 + try: + # 对于单通道音频,与自身比较作为参考 + pesq_score = pesq(sr, y, y, 'wb') # 宽带模式 + scores['pesq_score'] = pesq_score + except: + scores['pesq_score'] = None + else: + scores['pesq_score'] = None + + return scores + + def _calculate_overall_score(self, features, scores): + """计算综合评分""" + total_score = 0 + count = 0 + + # 动态范围权重: 30% + if 'dynamic_range' in scores: + total_score += scores['dynamic_range'] * 0.3 + count += 0.3 + + # 信噪比权重: 25% + if 'snr_estimate' in scores: + total_score += scores['snr_estimate'] * 0.25 + count += 0.25 + + # 频谱平衡权重: 25% + if 'frequency_balance' in scores: + total_score += scores['frequency_balance'] * 0.25 + count += 0.25 + + # PESQ分数权重: 20% + if scores.get('pesq_score') is not None: + pesq_normalized = min(scores['pesq_score'] / 4.5 * 10, 10.0) + total_score += pesq_normalized * 0.2 + count += 0.2 + + return total_score / count if count > 0 else 5.0 + + def _generate_recommendations(self, features, scores): + """生成改进建议""" + recommendations = [] + + # 动态范围建议 + if scores.get('dynamic_range', 5) < 3: + recommendations.append("动态范围较小,建议增强音频的响度变化") + elif scores.get('dynamic_range', 5) > 8: + recommendations.append("动态范围很好,音频层次丰富") + + # 信噪比建议 + if scores.get('snr_estimate', 5) < 3: + recommendations.append("音频可能存在噪声问题,建议降噪处理") + elif scores.get('snr_estimate', 5) > 7: + recommendations.append("音频信噪比良好,声音清晰") + + # 频谱平衡建议 + if scores.get('frequency_balance', 5) < 4: + recommendations.append("频谱分布不够均衡,建议调整EQ") + elif scores.get('frequency_balance', 5) > 7: + recommendations.append("频谱分布均衡,音色自然") + + # PESQ建议 + if scores.get('pesq_score'): + if scores['pesq_score'] < 2.0: + recommendations.append("感知音质较低,建议检查音频编码质量") + elif scores['pesq_score'] > 3.5: + recommendations.append("感知音质优秀") + + if not recommendations: + recommendations.append("音频质量整体良好") + + return recommendations \ No newline at end of file diff --git a/mcp_central/ace_music_gen/src/ace_music_gen/generator.py b/mcp_central/ace_music_gen/src/ace_music_gen/generator.py new file mode 100644 index 0000000..5efdb50 --- /dev/null +++ b/mcp_central/ace_music_gen/src/ace_music_gen/generator.py @@ -0,0 +1,189 @@ +"""主要的音乐生成器模块""" + +import os +import glob +import sys +from typing import Dict + +# ACE-Step库的导入 +try: + # 尝试从系统安装的ace-step包导入 + from acestep.pipeline_ace_step import ACEStepPipeline +except ImportError: + try: + # 尝试从父目录导入(当ace-step在同级目录时) + current_dir = os.path.dirname(os.path.abspath(__file__)) + ace_step_path = os.path.join(current_dir, "..", "..", "..", "..") + ace_step_path = os.path.abspath(ace_step_path) + + if os.path.exists(os.path.join(ace_step_path, "acestep")): + sys.path.insert(0, ace_step_path) + from acestep.pipeline_ace_step import ACEStepPipeline + else: + raise ImportError("未找到ACE-Step库") + except ImportError: + # 如果无法导入,提供一个占位符 + class ACEStepPipeline: + def __init__(self, **kwargs): + print("ACEStepPipeline placeholder - 请确保ACE-Step库已正确安装") + print("请参考README.md了解如何安装ACE-Step库") + + def __call__(self, **kwargs): + return {"audio_path": None} + +from .evaluator import AudioEvaluator +from .llm_client import LLMClient + + +class SimpleACEMusicGen: + """简单的ACE音乐生成器""" + + def __init__(self): + self.llm_client = LLMClient() + # 自动从网络下载模型,Mac设置bf16=False + self.pipeline = ACEStepPipeline(bf16=False) + # 初始化音频评估器 + self.audio_evaluator = AudioEvaluator() + + def setup_api(self, api_key: str): + """设置API密钥""" + self.llm_client.setup_api(api_key) + + def generate_and_create_music(self, user_idea: str): + """生成并创建音乐的完整流程""" + print("第一步:生成音乐参数...") + + # 获取音乐参数 + music_params = self.llm_client.generate_music_params(user_idea) + + print(f"生成的 Prompt: {music_params['prompt']}") + print(f"生成的 Lyrics: {music_params['lyrics'][:100]}...") + + print("\n第二步:开始生成音乐...") + + # 调用ACE-Step生成音乐,下面是调参后适合说唱的参数 + result = self.pipeline( + prompt=music_params['prompt'], + lyrics=music_params['lyrics'], + lora_name_or_path="ACE-Step/ACE-Step-v1-chinese-rap-LoRA", + lora_weight=1.0, + audio_duration=120, + infer_step=60, + guidance_scale=15, + scheduler_type="euler", + cfg_type="apg", + omega_scale=10, + guidance_interval=0.3, + guidance_interval_decay=0, + min_guidance_scale=3, + use_erg_tag=True, + use_erg_lyric=False, + use_erg_diffusion=True, + guidance_scale_text=0, + guidance_scale_lyric=0 + ) + + # 第三步:音频质量评估 + print("\n第三步:分析音频质量...") + audio_evaluation = self._evaluate_generated_audio(result) + + # 将评估结果和原始结果一起返回 + return { + "ace_step_result": result, + "audio_evaluation": audio_evaluation + } + + def _evaluate_generated_audio(self, result): + """评估生成的音频文件""" + try: + # 尝试从结果中获取音频文件路径 + audio_path = None + + if isinstance(result, list) and len(result) > 0: + if isinstance(result[0], dict) and 'audio_path' in result[0]: + audio_path = result[0]['audio_path'] + elif isinstance(result, dict) and 'audio_path' in result: + audio_path = result['audio_path'] + + # 如果没有找到路径,尝试查找outputs目录中最新的文件 + if not audio_path: + output_dir = "./outputs" + if os.path.exists(output_dir): + wav_files = glob.glob(os.path.join(output_dir, "*.wav")) + if wav_files: + # 获取最新的wav文件 + audio_path = max(wav_files, key=os.path.getctime) + + if audio_path and os.path.exists(audio_path): + print(f"正在分析音频文件: {audio_path}") + evaluation = self.audio_evaluator.evaluate_audio(audio_path) + self._display_evaluation_results(evaluation) + return evaluation + else: + print("未找到生成的音频文件,跳过质量评估") + return {"error": "音频文件未找到"} + + except Exception as e: + print(f"音频评估过程出错: {str(e)}") + return {"error": f"评估失败: {str(e)}"} + + def _display_evaluation_results(self, evaluation): + """显示评估结果""" + if 'error' in evaluation: + print(f"错误: {evaluation['error']}") + return + + # 显示技术评分 + print(f"\n技术评分结果:") + print(f"综合评分: {evaluation['overall_score']:.1f}/10.0") + + if 'analysis_info' in evaluation: + info = evaluation['analysis_info'] + print(f"音频时长: {info['duration']:.1f}秒") + print(f"采样率: {info['sample_rate']}Hz") + + if 'quality_scores' in evaluation: + scores = evaluation['quality_scores'] + print(f"\n详细评分:") + if 'dynamic_range' in scores: + print(f" 动态范围: {scores['dynamic_range']:.1f}/10.0") + if 'snr_estimate' in scores: + print(f" 信噪比: {scores['snr_estimate']:.1f}/10.0") + if 'frequency_balance' in scores: + print(f" 频谱平衡: {scores['frequency_balance']:.1f}/10.0") + if scores.get('pesq_score'): + print(f" 感知质量: {scores['pesq_score']:.1f}/4.5") + + # 获取LLM专业评价 + print(f"\n正在生成AI专业评价...") + llm_evaluation = self.llm_client.generate_music_evaluation(evaluation) + + print(f"\nAI音乐评价:") + print(f"{llm_evaluation}") + + +def main(): + """主函数,用于命令行使用""" + generator = SimpleACEMusicGen() + generator.setup_api("your key") + + print("告诉我你想要什么样的音乐,我会生成参数并直接创建音乐!") + + user_input = input("请描述你想要的音乐: ").strip() + + if user_input: + try: + print("\n" + "="*50) + result = generator.generate_and_create_music(user_input) + print(f"\n 音乐生成完成!") + print(f"音频文件已保存到: ./outputs/ 目录") + print("="*50 + "\n") + except Exception as e: + print(f"生成失败: {e}") + print("="*50 + "\n") + else: + print("未输入音乐描述,程序退出") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/mcp_central/ace_music_gen/src/ace_music_gen/llm_client.py b/mcp_central/ace_music_gen/src/ace_music_gen/llm_client.py new file mode 100644 index 0000000..e1a5a59 --- /dev/null +++ b/mcp_central/ace_music_gen/src/ace_music_gen/llm_client.py @@ -0,0 +1,291 @@ +"""LLM客户端模块,用于与大语言模型交互""" + +import json +import requests +from typing import Dict + + +class LLMClient: + """LLM API客户端""" + + def __init__(self, api_key: str = None, base_url: str = None, model: str = None): + self.api_key = api_key + self.base_url = base_url or "https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions" + self.model = model or "qwen-turbo-latest" + + def setup_api(self, api_key: str): + """设置API密钥""" + self.api_key = api_key + + def generate_music_params(self, user_idea: str) -> Dict[str, str]: + """生成音乐参数""" + system_prompt = """你是一个专业的中文音乐创作AI助手,专门为ACE-Step音乐生成模型创作内容。 + +用户会告诉你他们想要什么样的音乐,你需要生成两个参数: + +1. **prompt** (英文): 音乐风格技术描述,格式参考: + - 伤感: "Rap, adult, male, emotional, melancholic, slow tempo, introspective" + - 激昂: "Rap, energetic, powerful, fast tempo, aggressive, clear" + - 温柔: "Rap, soft, gentle, melodic, warm, acoustic elements" + - 愤怒: "Rap, intense, angry, heavy bass, distorted, raw vocals" + +2. **lyrics** (中文): 必须是纯中文说唱歌词,绝对不能包含任何英文,必须包含标准结构: + - [Intro] - 中文开场 + - [Verse] - 中文主歌部分(1-2段) + - [Chorus] - 中文副歌(重复性强,朗朗上口) + - [Bridge] - 中文桥段(可选) + - [Outro] - 中文结尾 + +歌词要求: +- 必须完全使用中文,不能有任何英文单词 +- 符合用户描述的情感和风格 +- 有深度和感染力,避免空洞 +- 保持中文说唱的韵律感和押韵 +- 每句歌词的最后一个字必须押韵,特别是副歌部分 +- 注意韵脚的统一性,如:疼/行/声,或者强/光/王等 +- 长度适中,不要过长 + +请严格按JSON格式返回: +{ + "prompt": "英文风格描述", + "lyrics": "完整纯中文歌词" +}""" + + user_prompt = f"用户想法: {user_idea}\n\n请为这个想法生成合适的音乐内容。" + + return self._call_api(system_prompt, user_prompt) + + def generate_music_evaluation(self, evaluation_data: Dict) -> str: + """生成音乐专业评价""" + if not self.api_key: + return "未配置API密钥,无法生成AI评价" + + eval_summary = self._build_evaluation_summary(evaluation_data) + + system_prompt = """你是一位资深的音乐制作人和音频工程师,拥有丰富的音乐制作和音频评估经验。 + +你的任务是根据提供的技术评分数据,生成一份专业的音乐评价报告。 + +评价要求: +1. 基于技术数据进行专业分析 +2. 使用通俗易懂但专业的语言 +3. 指出音乐的优点和不足 +4. 提供具体的改进建议 +5. 评价要客观、建设性 +6. 长度控制在100-150字 + +请从音乐制作人的角度,给出专业而友好的评价。""" + + user_prompt = f"""请基于以下技术评分数据,对这首AI生成的音乐进行专业评价: + +{eval_summary} + +请生成一份专业的音乐评价,包含对音质、制作水平的分析和改进建议。""" + + return self._call_llm_for_evaluation(system_prompt, user_prompt) + + def _build_evaluation_summary(self, evaluation): + """构建评估数据摘要""" + summary = f"综合评分: {evaluation['overall_score']:.1f}/10.0\n" + + if 'analysis_info' in evaluation: + info = evaluation['analysis_info'] + summary += f"音频时长: {info['duration']:.1f}秒\n" + summary += f"采样率: {info['sample_rate']}Hz\n" + + if 'quality_scores' in evaluation: + scores = evaluation['quality_scores'] + summary += "技术指标:\n" + if 'dynamic_range' in scores: + summary += f"- 动态范围: {scores['dynamic_range']:.1f}/10.0\n" + if 'snr_estimate' in scores: + summary += f"- 信噪比: {scores['snr_estimate']:.1f}/10.0\n" + if 'frequency_balance' in scores: + summary += f"- 频谱平衡: {scores['frequency_balance']:.1f}/10.0\n" + if scores.get('pesq_score'): + summary += f"- 感知质量(PESQ): {scores['pesq_score']:.1f}/4.5\n" + + return summary + + def _call_api(self, system_prompt: str, user_prompt: str) -> Dict[str, str]: + """调用阿里云API""" + if not self.api_key: + return self._get_fallback_content(user_prompt) + + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json" + } + + data = { + "model": self.model, + "messages": [ + {"role": "system", "content": system_prompt}, + {"role": "user", "content": user_prompt} + ], + "temperature": 0.8, + "max_tokens": 1500 + } + + try: + response = requests.post(self.base_url, headers=headers, json=data, timeout=30) + response.raise_for_status() + + result = response.json() + content = result["choices"][0]["message"]["content"] + + # 尝试解析JSON + try: + music_content = json.loads(content.strip()) + if "prompt" in music_content and "lyrics" in music_content: + return music_content + except json.JSONDecodeError: + pass + + # 备用解析 + return self._parse_response(content) + + except Exception as e: + print(f"API调用失败: {e}") + return self._get_fallback_content(user_prompt) + + def _call_llm_for_evaluation(self, system_prompt: str, user_prompt: str) -> str: + """调用LLM生成评价""" + headers = { + "Authorization": f"Bearer {self.api_key}", + "Content-Type": "application/json" + } + + data = { + "model": self.model, + "messages": [ + {"role": "system", "content": system_prompt}, + {"role": "user", "content": user_prompt} + ], + "temperature": 0.7, + "max_tokens": 300 + } + + try: + response = requests.post(self.base_url, headers=headers, json=data, timeout=30) + response.raise_for_status() + + result = response.json() + content = result["choices"][0]["message"]["content"] + return content.strip() + + except Exception as e: + return f"AI评价生成失败: {str(e)}" + + def _parse_response(self, content: str) -> Dict[str, str]: + """简单的文本解析逻辑""" + lines = content.split('\n') + prompt = "" + lyrics = "" + + in_lyrics = False + + for line in lines: + line = line.strip() + if 'prompt' in line.lower() and ':' in line: + prompt = line.split(':', 1)[1].strip().strip('"{}') + elif 'lyrics' in line.lower() and ':' in line: + lyrics_start = line.split(':', 1)[1].strip().strip('"{}') + lyrics = lyrics_start + in_lyrics = True + elif in_lyrics and line and not line.startswith('{') and not line.startswith('}'): + lyrics += '\n' + line + + return { + "prompt": prompt or "Rap, adult, male, spoken word, clear", + "lyrics": lyrics or self._get_default_lyrics() + } + + def _get_fallback_content(self, user_input: str) -> Dict[str, str]: + """根据用户输入关键词判断风格的备用内容""" + user_lower = user_input.lower() + + if any(word in user_lower for word in ['伤感', '悲伤', '难过', '失落']): + return { + "prompt": "Rap, adult, male, emotional, melancholic, slow tempo, introspective, clear vocals", + "lyrics": """[Intro] +夜深了,思绪又开始泛滥 +这些年的得失,在心里翻转 + +[Verse] +走过这么多路,回头看那些伤 +有些痛不会忘,像刻在心上的疤 +曾经以为时间会带走所有难过 +现在才发现,有些记忆越久越深刻 + +[Chorus] +伤感不是软弱,是成长的代价 +每一次跌倒,都让我更懂得珍惜 +虽然心会痛,但我还在这里 +用音乐诉说,那些说不出的话 + +[Outro] +伤感也是一种美 +让我学会了更深的体会""" + } + elif any(word in user_lower for word in ['激昂', '热血', '激情', '燃']): + return { + "prompt": "Rap, energetic, powerful, fast tempo, aggressive, clear, motivational", + "lyrics": """[Intro] +点燃心中的火焰 +这一刻,全世界都听见我的声音 + +[Verse] +不服输的心永远年轻 +每一次挑战都让我更加坚定 +汗水是我最好的证明 +成功的路上从不缺少拼搏的身影 + +[Chorus] +热血在沸腾,梦想在召唤 +没有什么能阻挡我前进的步伐 +燃烧吧青春,释放吧力量 +这是属于我们的时代 + +[Outro] +永不熄灭的火 +照亮前行的路""" + } + else: + return { + "prompt": "Rap, adult, male, spoken word, moderate tempo, clear, versatile", + "lyrics": """[Intro] +这是我的声音,这是我的故事 + +[Verse] +生活就像一场说唱 +有高有低,有快有慢 +重要的是保持自己的节拍 +在这个世界上留下属于自己的印记 + +[Chorus] +用音乐表达内心的想法 +让每一个音符都有灵魂 +这就是说唱的魅力 +真实而有力量 + +[Outro] +音乐永不停息 +我们的故事还在继续""" + } + + def _get_default_lyrics(self) -> str: + """默认歌词""" + return """[Intro] +这是我的声音 + +[Verse] +用说唱诉说心声 +每一个字都是真实的表达 + +[Chorus] +音乐就是我的语言 +说出心里话 + +[Outro] +永不停息的节拍""" \ No newline at end of file diff --git a/mcp_central/ace_music_gen/uv.lock b/mcp_central/ace_music_gen/uv.lock new file mode 100644 index 0000000..16ba20b --- /dev/null +++ b/mcp_central/ace_music_gen/uv.lock @@ -0,0 +1,1772 @@ +version = 1 +revision = 2 +requires-python = ">=3.8" +resolution-markers = [ + "python_full_version >= '3.13'", + "python_full_version >= '3.11' and python_full_version < '3.13'", + "python_full_version == '3.10.*'", + "python_full_version == '3.9.*'", + "python_full_version < '3.9'", +] + +[[package]] +name = "ace-music-gen" +version = "0.1.0" +source = { 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