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基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)



目录

  • 前言
  • 总体设计
  • 系统整体结构图
  • 系统流程图
  • 运行环境
  • Python 环境
  • PC环境配置
  • 模块实现
  • 1. 钢琴伴奏制作
  • 1)和弦的实现
  • 2)和弦级数转为当前调式音阶
  • 3)根据预置节奏生成伴奏
  • 2. 乐句生成
  • 1)添加音符
  • 2)旋律生成
  • 3)节奏生成
  • 3. 贝斯伴奏制作
  • 1)添加贝斯轨
  • 2)预置贝斯轨
  • 4. 汇总歌曲制作
  • 1)日志模块
  • 2)音乐可视化
  • 3)Impromptu类
  • 5. GUI设计
  • 1)用户界面空间初始化
  • 2)将控件绑定功能(信号与槽的绑定)
  • 系统测试
  • 工程源代码下载
  • 其它资料下载


基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_人工智能

前言

本项目旨在实现上下文相关的即兴演奏音乐生成。用户可以通过选择主音调式和输入歌曲信息,如BPM(每分钟节拍数)、弦级数和重复次数等参数,来定制所要生成的音乐。

用户首先选择主音调式,这将为生成的音乐设定一个基本的音乐调性。接着,用户输入歌曲信息,包括BPM、弦级数和重复次数等参数,这些参数将决定音乐的节奏和结构。

基于用户选择的主音调式和输入的歌曲信息,项目将通过算法生成上下文相关的即兴演奏音乐。音乐的旋律、和弦进行和节奏等元素将根据用户输入的参数进行自动调整,以符合用户的要求。

通过这个项目,用户可以根据自己的喜好和需求,定制个性化的即兴演奏音乐。无需专业音乐知识,用户只需选择主音调式和输入简单的歌曲信息,便可以生成符合自己心情和风格的音乐作品。这为音乐创作和欣赏带来了更多的自由和乐趣。

总体设计

本部分包括系统整体结构图和系统流程图。

系统整体结构图

系统整体结构如图所示。

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_深度学习_02

系统流程图

伴奏制作、即兴旋律生成的流程如图1所示,贝斯模块及GUI (Graphical User Interface,图形用户接口)制作流程如图2所示。

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_人工智能_03


图1 伴奏制作、即兴旋律生成的流程

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_自然语言处理_04


图2 贝斯模块及GUI制作流程

运行环境

本部分包括Python环境和PC环境配置。

Python 环境

需要Python 3.7及以上配置,安装库包括hmmlearn、numpy、pypianoroll、pygame、mido、musthe、PyQt5、PyQt-tools (仅支持Windows), 在Windows cmd中使用以下命令:

pip install hmmlearn, numpy, pypianoroll, pygame, mido, musthe

安装PyQt 5和PyQt- tools:

pip install sip
pip install PyQt5
pip install PyQt-tools

将当前目录下的4.ui转换输出成4.py文件:

python -m PyQt5.uic.pyuic 4.ui -o 4.py

PC环境配置

本程序最终将打包成.exe,在Windows环境下运行。安装能读取并播放MIDI文件程序的用户可自行查看生成文件;反之,在选项卡中选择“自动播放”选项播放生成的MIDI文件。

模块实现

本项目包括5个模块:钢琴伴奏制作、乐句生成、贝斯伴奏制作、汇总歌曲制作和GUI设计,下面分别给出各模块的功能介绍及相关代码。

1. 钢琴伴奏制作

用户选择调式、输入和弦级数后,首先,将和弦级数转换为和弦名称;其次,用musthe将和弦名称转换为对应音;最后,根据用户选择的预置节奏型向MIDI中的钢琴轨写入钢琴伴奏。

1)和弦的实现

本部分代码完成添加和弦功能。

#midi_extended/Track.py中的TrackExtended类
def my_chorus_num(self, all_note, length, num=1, velocity=70, channel=0, change=1):  #change为1表示级数调用(索引音阶),0表示和弦名称调用(无需索引音阶)
	base_note = 60  #基音
	    base_num = 0
	    delay = 0
	for chord_note in all_note:
		for j in range(num):
			count = 0

			for note in chord_note:
				note = base_note + base_num * 12 + sum(self.scale[0:note]) if change else base_note + base_num * 12 + note - 1
		    	super().append(Message('note_off', note=note, velocity=velocity if count else velocity + 10, time=0 if count else round(0.96 * self.meta_time * length), channel=channel))
	    	count = count + 1  #设第一排为重拍

2)和弦级数转为当前调式音阶

将用户输入的和弦级数(数字1~7)转换为绝对的和弦名称,再用musthe()方法将和弦名称转为当前调式下的音阶。

def change(self, num, key, mode, count=4):
     #将和弦从数字更改为字符串
      d = {'C': 1, 'D': 2, 'E': 3, 'F': 4, 'G': 5, 'A': 6, 'B': 7}
      result = []
      try:
          if type(num) == int and 0 < num < 8:
              s = musthe.Scale(musthe.Note(key), mode)
              scale = []
              for i in range(len(s)):
                  scale.append(str(s[i]))
              for i in range(count):
                  try:  #对音阶数7取余
                      result.append(d[scale[(num - 1 + 2 * i) % 7][0]])
                  except IndexError:
                  #五声音阶的数目比较少,可能会存在超出索引范围的现象,对5取余
                      result.append(d[scale[(num - 1 + 2 * i) % 5][0]])
          else:
              raise TypeError('num should be int from 1~7.')
      except NameError:
          return self.change(num, key, 'aeolian', count)
      return result

3)根据预置节奏生成伴奏

本项目为4/4拍和3/4拍的歌曲各提供了6种预置节奏型,共12种节奏型的钢琴伴奏,其中预置节奏型由日常演奏经验而得,是常用的节奏型,能适应大多数曲目。

def my_chorus_4_simple(self, chord_progression, type=1, change=1, circulation=1):  #4/4拍节奏预置
    def mode1():  #模式1
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 4)
        else:
            self.my_chorus_num(chord_progression, 4)
    def mode2():  #模式2
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 1, 1, 80)
                self.my_chorus(chord, 1, 1)
                self.my_chorus(chord, 1, 1, 60)
                self.my_chorus(chord, 0.5, 2)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 1, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 1, 1)
                self.my_chorus_num([chord_progression[j % l]], 1, 1, 60)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 2)
    def mode3():  #模式3
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 1, 1, 80)
                self.my_chorus(chord, 1, 1)
                self.my_chorus(chord, 1.5, 1, 60)
                self.my_chorus(chord, 0.5)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 1, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 1, 1)
                self.my_chorus_num([chord_progression[j % l]], 1.5, 1, 60)
                self.my_chorus_num([chord_progression[j % l]], 0.5)
    def mode4():  #模式4
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 2, 1, 80)
                self.my_chorus(chord, 1.5, 1, 60)
                self.my_chorus(chord, 0.5)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 2, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 1.5, 1, 60)
                self.my_chorus_num([chord_progression[j % l]], 0.5)
    def mode5():  #模式5
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 0.5, 1, 80)
                self.my_chorus(chord, 0.5, 2)
                self.my_chorus(chord, 1)
                self.my_chorus(chord, 0.5, 1, 60)
                self.my_chorus(chord, 0.5, 2)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 2)
                self.my_chorus_num([chord_progression[j % l]], 1)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1, 60)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 2)
    def mode6():  #模式6
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 0.5, 1, 80)
                self.my_chorus(chord, 0.5, 2)
                self.my_chorus(chord, 0.25, 4)
                self.my_chorus(chord, 0.5, 1, 60)
                self.my_chorus(chord, 0.5, 1)
                self.my_chorus(chord, 0.25, 2)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 2)
                self.my_chorus_num([chord_progression[j % l]], 0.25, 4)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1, 60)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1)
                self.my_chorus_num([chord_progression[j % l]], 0.25, 2)
    type_d = {1: mode1, 2: mode2, 3: mode3, 4: mode4, 5: mode5, 6: mode6}
    type_d.get(type)()
def my_chorus_3_simple(self, chord_progression, type=1, change=1, circulation=1):  #3/4拍的预置
    def mode1():  #模式1
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 3)
        else:
            self.my_chorus_num(chord_progression, 3)
    def mode2():  #模式2
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 1, 1, 80)
                self.my_chorus(chord, 1, 2)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 1, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 1, 2)
    def mode3():  #模式3
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 1, 1, 80)
                self.my_chorus(chord, 0.5, 4)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 1, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 4)
    def mode4():  #模式4
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 0.5, 1, 80)
                self.my_chorus(chord, 1)
                self.my_chorus(chord, 0.5, 3)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 0.5, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 1)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 3)
    def mode5():  #模式5
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 1.5, 1, 80)
                self.my_chorus(chord, 0.5, 3)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 1.5, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 0.5, 3)
    def mode6():  #模式6
        if change:
            for chord in chord_progression:
                self.my_chorus(chord, 0.75, 1, 80)
                self.my_chorus(chord, 0.25)
                self.my_chorus(chord, 0.75)
                self.my_chorus(chord, 0.25)
                self.my_chorus(chord, 0.75)
                self.my_chorus(chord, 0.25)
        else:
            l = len(chord_progression)
            for j in range(circulation):
                self.my_chorus_num([chord_progression[j % l]], 0.75, 1, 80)
                self.my_chorus_num([chord_progression[j % l]], 0.25)
                self.my_chorus_num([chord_progression[j % l]], 0.75)
                self.my_chorus_num([chord_progression[j % l]], 0.25)
                self.my_chorus_num([chord_progression[j % l]], 0.75)
                self.my_chorus_num([chord_progression[j % l]], 0.25)
    type_d = {1: mode1, 2: mode2, 3: mode3, 4: mode4, 5: mode5, 6: mode6}
    type_d.get(type)()

2. 乐句生成

使用hmmlearn,利用马尔可夫模型生成旋律和节奏。其中旋律表示为数字1~7,加上0和-1,1~7对应音阶中第1~7音(五声音阶对应五个音),0对应休止符,-1对应延音音符;节奏表示为数字1、2、4、8、16、32、 6、12、24,分别表示全音符、二分音符、四分音符、八分音符等。

1)添加音符

音轨内添加一个普通音符/休止符/延音音符的相关代码如下:

#向音轨内添加一个普通音符,此函数由MusicCritique提供
def add_note(self, note, length, modulation=0, base_num=0, delay=0, velocity=90, scale=[0, 2, 2, 1, 2, 2, 2, 1], channel=0, pitch_type=0, tremble_setting=None, bend_setting=None):
    bpm = self.bpm
    base_note = 60 + modulation
    if pitch_type == 0:  
        try:
            super().append(Message('note_on', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=velocity, time=round(delay * self.meta_time), channel=channel))
            super().append(Message('note_off', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=velocity, time=int(round(0.96 * self.meta_time * length)), channel=channel))
        except IndexError:  #选中五声音阶时,只有五个音,而hmm最多生成七个音
            super().append(Message('note_on', note=base_note + base_num * 12 + sum(scale[0:note - 2]), velocity=velocity, time=round(delay * self.meta_time), channel=channel))
            super().append(Message('note_off', note=base_note + base_num * 12 + sum(scale[0:note - 2]), velocity=velocity, time=int(round(0.96 * self.meta_time * length)), channel=channel))
    elif pitch_type == 1:  #颤音
        try:
            pitch = tremble_setting['pitch']
            wheel_times = tremble_setting['wheel_times']
            super().append(Message('note_on', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=velocity, time=round(delay * self.meta_time), channel=channel))
            for i in range(wheel_times):
                super().append(Message('pitchwheel', pitch=pitch, time=round(0.96 * self.meta_time * length / (2 * wheel_times)), channel=channel))
                super().append(Message('pitchwheel', pitch=0, time=0, channel=channel))
                super().append(Message('pitchwheel', pitch=-pitch, time=round(0.96 * self.meta_time * length / (2 * wheel_times)), channel=channel))
            super().append(Message('pitchwheel', pitch=0, time=0, channel=channel))
            super().append(Message('note_off', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=velocity, time=0, channel=channel))
        except:
            print(traceback.format_exc())
    elif pitch_type == 2:  
        try:
            pitch = bend_setting['pitch']
            PASDA = bend_setting['PASDA'] 
#结合PASDA(Prepare-Attack-Sustain-Decay-Aftermath)属性值实现MIDI滑音和颤音效果
            prepare_rate = PASDA[0] / sum(PASDA)
            attack_rate = PASDA[1] / sum(PASDA)
            sustain_rate = PASDA[2] / sum(PASDA)
            decay_rate = PASDA[3] / sum(PASDA)
            aftermath_rate = PASDA[4] / sum(PASDA)
            super().append(Message('note_on', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=round(100 * velocity), time=round(delay * self.meta_time), channel=channel))
            super().append(Message('aftertouch', time=round(0.96 * self.meta_time * length * prepare_rate), channel=channel))
            super().append(Message('pitchwheel', pitch=pitch, time=round(0.96 * self.meta_time * length * attack_rate), channel=channel))
            super().append(Message('aftertouch', time=round(0.96 * self.meta_time * length * sustain_rate), channel=channel))
            super().append(Message('pitchwheel', pitch=0, time=round(0.96 * self.meta_time * length * decay_rate), channel=channel))
            super().append(Message('note_off', note=base_note + base_num * 12 + sum(scale[0:note]), velocity=velocity, time=round(0.96 * self.meta_time * length * aftermath_rate), channel=channel))
        except:
            print(traceback.format_exc())
    def add_rest(self, length, velocity=80, channel=0):  #增加休止符
        super().append(Message('note_off', note=0, velocity=velocity, time=round(0.96 * self.meta_time * length),
                               channel=channel))
    def add_tenuto(self, length):  #增加延音音符
        off = super().pop()  #list的最后一个音符note_off
        on = super().pop()   #list的最后一个音符note_on
        off.time = round(off.time + 0.96 * self.meta_time * length)
        super().append(on)
        super().append(off)

2)旋律生成

相关代码如下:

def hmmmelody():
    startprob = np.array([0.15, 0.15, 0.15, 0.15, 0.15, 0.15, 0.10, 0.00, 0.00])  #初始分布
	#状态转移矩阵,由日常演奏经验得出
    transmat = np.array([[0.05, 0.10, 0.20, 0.15, 0.20, 0.10, 0.05, 0.05, 0.10], [0.10, 0.05, 0.10, 0.20, 0.20, 0.10, 0.10, 0.05, 0.10], [0.20, 0.10, 0.05, 0.10, 0.10, 0.20, 0.10, 0.05, 0.10], [0.10, 0.10, 0.20, 0.05, 0.10, 0.10, 0.20, 0.05, 0.10], [0.10, 0.20, 0.10, 0.10, 0.05, 0.10, 0.20, 0.05, 0.10], [0.05, 0.10, 0.20, 0.25, 0.10, 0.05, 0.10, 0.05, 0.10], [0.05, 0.10, 0.20, 0.10, 0.25, 0.10, 0.05, 0.05, 0.10], [0.12, 0.12, 0.12, 0.12, 0.12, 0.12, 0.12, 0.16, 0.00], [0.12, 0.12, 0.12, 0.12, 0.12, 0.12, 0.12, 0.16, 0.00]])
    means = np.array([[1], [2], [3], [4], [5], [6], [7], [0], [-1]])
    #covariance为协方差
    covars = .000000000001 * np.tile(np.identity(1), (9, 1, 1))  
         #identity的参数1要和means每一行中列数对应
    #np.identity 制造对角阵,使用np.tile把对角阵复制成4行1列1条的三维矩阵
    model = hmm.GaussianHMM(n_components=9, covariance_type="full")
    model.startprob_ = startprob
    model.transmat_ = transmat
    model.means_ = means
    model.covars_ = covars
    #产生样本
    X, Z = model.sample(50)
    m = []
    for i in range(50):
        temp = int(round(X[i, 0]))
        m.append(temp)
    #print(m)
    return m

3)节奏生成

相关代码如下:

def hmmrhythm():
    #初始概率
    startprob = np.array([0.15, 0.15, 0.20, 0.20, 0.00, 0.00, 0.20, 0.10, 0.00])
    transmat = np.array([[0.15, 0.15, 0.10, 0.10, 0.10, 0.10, 0.10, 0.10, 0.10], [0.20, 0.20, 0.20, 0.10, 0.05, 0.05, 0.10, 0.05, 0.05], [0.05, 0.20, 0.20, 0.20, 0.10, 0.05, 0.05, 0.10, 0.05], [0.05, 0.05, 0.20, 0.20, 0.20, 0.10, 0.05, 0.05, 0.10], [0.10, 0.05, 0.05, 0.20, 0.20, 0.20, 0.10, 0.05, 0.05], [0.05, 0.10, 0.05, 0.05, 0.20, 0.20, 0.20, 0.10, 0.05], [0.05, 0.05, 0.10, 0.05, 0.05, 0.20, 0.20, 0.20, 0.10], [0.10, 0.05, 0.05, 0.10, 0.05, 0.05, 0.20, 0.20, 0.20], [0.20, 0.10, 0.05, 0.05, 0.10, 0.05, 0.05, 0.20, 0.20]])
    #每个分量的均值
    means = np.array([[1], [2], [4], [8], [16], [32], [6], [12], [24]])
    #每个分量的协方差
    covars = .000000000001 * np.tile(np.identity(1), (9, 1, 1))  
#identity的参数1要和means每一行中的列数对应
    #np.identity 制造对角阵,使用np.tile把对角阵复制成4行1列1条的三维矩阵
    #建立HMM实例并设置参数
    model = hmm.GaussianHMM(n_components=9, covariance_type="full")
    model.startprob_ = startprob
    model.transmat_ = transmat
    model.means_ = means
    model.covars_ = covars
    #产生样本
    X, Z = model.sample(32)
    for i in range(32):
        X[i, 0] = int(round(X[i, 0]))
    r = X[:, 0]
    sum = 0
    i = 0
    new_r = []
    while 1 - sum > 0:
        sum += 1 / r[i]
        new_r.append(1 / r[i])
        i += 1
    new_r[i - 1] = 0
    new_r[i - 1] = 1 - np.sum(new_r)
    #print(r[0:i - 1])
    #print(new_r)
    #print(np.sum (new_r))
    return new_r

3. 贝斯伴奏制作

为丰富曲目内容,预置14组贝斯供用户选择。

1)添加贝斯轨

向歌曲内添加贝斯轨的相关代码如下:

#向音轨内添加一个普通音符,此函数由MusicCritique提供
def add_bass(self, note, length, base_num=-2, velocity=1.0, channel=6, delay=0):
	bpm = self.bpm
	scale = self.scale
	base_note = 60
	super().append(Message('note_on', note=base_note + base_num * 12 + sum(self.scale[0:note]), velocity=round(80 * velocity), time=round(delay * self.meta_time), channel=channel))
	super().append(Message('note_off', note=base_note + base_num * 12 + sum(self.scale[0:note]), velocity=round(80 * velocity), time=int(round(0.96 * self.meta_time * length)), channel=channel))

2)预置贝斯轨

根据日常演奏经验,对4/4拍和3/4拍的歌曲分别给出7种常用贝斯轨,共14种,其中函数的输入chord_progression可以是和弦名称,也可以是和弦级数。例如:

self.chord_progression = ['Fmaj7', 'Em7', 'Dm7', 'Cmaj7']或self.chord_progression = '4321'。
def my_bass_4_simple(self, chord_progression, type=1, change=1):
        d = {'C': 1, 'D': 2, 'E': 3, 'F': 4, 'G': 5, 'A': 6, 'B': 7}
        #这里只用7个音,因为add_bass内部已经有对音阶的索引,所以不用12个音
        def mode1():
            for chord in chord_progression:
            self.add_bass(d[chord[0]] if change else int(chord),0.25)#根音
                self.add_rest(0.25)  #休止
                self.add_bass(d[chord[0]] if change else int(chord), 0.25)
                self.add_rest(0.5)
                self.add_bass(d[chord[0]] if change else int(chord), 0.25)
                self.add_rest(0.5)
                self.add_bass(d[chord[0]] if change else int(chord), 1)
                self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
#此处对和弦名与和弦级数做了兼容处理,函数的输入可以是和弦名也可以是和弦级数
#change为1表示和弦名,为0表示和弦级数,在add_bass里会做相应的处理
        def mode2():
            for chord in chord_progression:
                for i in range(16):  #十六音符根音
                  self.add_bass(d[chord[0]] if change else int(chord), 0.25)
        def mode3():
            for chord in chord_progression:
              self.add_bass(d[chord[0]] if change else int(chord),0.5)#根音
                self.add_bass(d[chord[0]] if change else int(chord), 0.5)
                self.add_rest(0.5)
                self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 0.5)  #五音
                self.add_bass(d[chord[0]] if change else int(chord), 0.5)
                self.add_bass(d[chord[0]] if change else int(chord), 0.5)
                self.add_rest(0.5)
                self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.5)  #七音
        def mode4():
            for chord in chord_progression:  #行进贝司
                self.add_bass(d[chord[0]] if change else int(chord), 1)#根音
                self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
                self.add_bass(d[chord[0]] if change else int(chord), 1)#根音
                self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.75)  #七音
                self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.25)  #七音
        def mode5():
            for chord in chord_progression:
              self.add_bass(d[chord[0]] if change else int(chord), 1)#根音
              self.add_bass(d[chord[0]] if change else int(chord), 1)#根音
              self.add_bass(d[chord[0]] if change else int(chord),1.5)#根音
                self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.5)  #七音
        def mode6():
            i = 0
            for chord in chord_progression:  #击弦贝司
                if i % 2 == 0:
                    self.add_bass(d[chord[0]] if change else int(chord), 0.25, channel=8)  #根音
                    self.add_rest(0.5)
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 0.25, channel=8)  #五音
                    self.add_rest(0.5)
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                    self.add_bass(d[chord[0]] if change else int(chord), 0.25, channel=8)  #根音
                    self.add_rest(0.5)
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 0.25, channel=8)  #五音
                    self.add_rest(0.5)
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                else:
                    self.add_bass(d[chord[0]] if change else int(chord), 0.25, channel=8)  #根音
                    self.add_rest(0.5)
                    self.add_bass(d[chord[0]] if change else (int(chord) + 4) % 7, 0.25, channel=8)  #五音
                    self.add_rest(0.5)
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 0.5, channel=8)  #五音
                    self.add_bass(d[chord[0]] if change else int(chord), 0.5, channel=8)  #根音
                i += 1
        def mode7():
            i = 0
            for chord in chord_progression:
                i += 1
                if i % 2:
                 elf.add_bass(d[chord[0]] if change else int(chord), 2)#根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 2)  #五音
                else:
        self.add_bass(d[chord[0]] if change else int(chord), 2)  #根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
         self.add_bass(d[chord[0]] if change else int(chord), 1)  #根音
        type_d = {1: mode1, 2: mode2, 3: mode3, 4: mode4, 5: mode5, 6: mode6, 7: mode7}
        type_d.get(type)()
    def my_bass_3_simple(self, chord_progression, type=1, change=1):
        d = {'C': 1, 'D': 2, 'E': 3, 'F': 4, 'G': 5, 'A': 6, 'B': 7}
        def mode1():
            i = 0
            for chord in chord_progression:
                i += 1
                if i % 2:
             self.add_bass(d[chord[0]] if change else int(chord), 2)  #根音
             self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
                else:
             self.add_bass(d[chord[0]] if change else int(chord), 1)  #根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
              self.add_bass(d[chord[0]] if change else int(chord), 1) #根音
        def mode2():
            for chord in chord_progression:
             self.add_bass(d[chord[0]] if change else int(chord), 3)  #根音
        def mode3():
            i = 0
            for chord in chord_progression:
                i += 1
                if i % 2:
                    self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 1)  #七音
             self.add_bass(d[chord[0]] if change else int(chord), 1)  #根音
                    self.add_bass((d[chord[0]] + 2) % 7 if change else (int(chord) + 2) % 7, 1)  #三音
                else:
                    self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 1)  #七音
             self.add_bass(d[chord[0]] if change else int(chord), 1)  #根音
                    self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 1)  #七音
        def mode4():
            for chord in chord_progression:
             self.add_bass(d[chord[0]] if change else int(chord), 1) #根音
           self.add_bass(d[chord[0]] if change else int(chord), 1.5) #根音
                self.add_bass((d[chord[0]] + 4) % 7 if change else int(chord) + 4, 0.5)  #五音
        def mode5():
            i = 0
            for chord in chord_progression:
                i += 1
                if i % 2:
           self.add_bass(d[chord[0]] if change else int(chord), 0.5) #根音
           self.add_bass(d[chord[0]] if change else int(chord), 0.5) #根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
           self.add_bass(d[chord[0]] if change else int(chord), 1)  #根音
                else:
           self.add_bass(d[chord[0]] if change else int(chord), 0.5) #根音
           self.add_bass(d[chord[0]] if change else int(chord), 0.5) #根音
                    self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 1)  #五音
      self.add_bass(d[chord[0]] % 7 if change else int(chord), 0.5)  #根音
                    self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.5)  #七音
        def mode6():
            for chord in chord_progression:
          self.add_bass(d[chord[0]] if change else int(chord), 0.5)  #根音
          self.add_bass(d[chord[0]] if change else int(chord), 0.5)  #根音
                self.add_bass((d[chord[0]] + 4) % 7 if change else (int(chord) + 4) % 7, 0.5)  #五音
          self.add_bass(d[chord[0]] if change else int(chord), 0.5)  #根音
          self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.5)  #五音
          self.add_bass(d[chord[0]] if change else int(chord), 0.5)  #根音
        def mode7():
            for chord in chord_progression:
          self.add_bass(d[chord[0]] if change else int(chord), 0.25) #根音
                self.add_rest(0.25)  #根音
          self.add_bass(d[chord[0]] if change else int(chord), 0.25) #根音
                self.add_rest(0.5)  #根音
                self.add_bass((d[chord[0]] + 4) % 7 if change else int(chord) + 4, 0.25)  #五音
                self.add_rest(0.5)  #根音
          self.add_bass(d[chord[0]] if change else int(chord), 0.5)  #根音
                self.add_bass((d[chord[0]] - 1) % 7 if change else (int(chord) - 1) % 7, 0.5)  #根音
        type_d = {1: mode1, 2: mode2, 3: mode3, 4: mode4, 5: mode5, 6: mode6, 7: mode7}
        type_d.get(type)()

4. 汇总歌曲制作

完成钢琴伴奏制作、乐句生成模块后,使用类Impromptu调用并完成MIDI文件的写入与播放,并使用装饰器完成日志记录,函数piano_roll_test()实现音乐的可视化。

1)日志模块

制作歌曲时记录日志,在当前目录下生成日志文件。

import logging
from functools import wraps
def decorator_log(fun):
    logging.basicConfig(level=logging.DEBUG, format='%(asctime)s %(filename)s[line:%(lineno)d] %(levelname)s %(message)s', datefmt='%a, %d %b %Y %H:%M:%S', filename='./test.log', filemode='w')
    @wraps(fun)
    def fun_in(*args, **kwargs):
        logging.debug("{} start.".format(fun.__name__))
        fun(*args, **kwargs)
        logging.debug("{} end.".format(fun.__name__))
    return fun_in

2)音乐可视化

相关代码如下:

#将音乐的旋律高低与时值长短可视化,保存图片于my/data下,函数由MusicCritique提供
def piano_roll_test(self):
	path = self.file_path
	mid = MidiFileExtended(path, 'r')
	mid.turn_track_into_numpy_matrix('Piano', "../my/data/Piano.npy")
	mid.generate_track_from_numpy_matrix("../my/data/Piano.npy", (288, 128), 'Piano', False, True, '../my/data/Piano.png')
	mid.turn_track_into_numpy_matrix('Melody', "../my/data/Melody.npy")
	mid.generate_track_from_numpy_matrix("../my/data/Melody.npy", (288, 128), 'Melody', False, True, '../my/data/Melody.png')
	if self.sw_bass:
		mid.turn_track_into_numpy_matrix('Bass', "../my/data/Bass.npy")
		mid.generate_track_from_numpy_matrix("../my/data/Bass.npy",(288, 128), 'Bass', False, True, '../my/data/Bass.png')

3)Impromptu类

后台所有功能汇总类,在此实现即兴曲目的信息输入,可以保存并播放文件,实现音乐可视化。

print("Import start.")  #初次运行import时间较长
from midi_extended.MidiFileExtended import MidiFileExtended
import my.Q_myhmm
import my.decorator_log
import numpy as np
import time
print("Import end.")
class Impromptu:
    """
   根据和弦进程自动生成旋律。
     bpm:正整数,每分钟心跳数
     time_signature:每个小节中的节拍数,通常为n/m
         默认的节奏伴奏目前仅支持4/4或3/4
     Key:音符可以是C D E F G A B
     Mode:定即兴的规模
     file_path:MIDI文件的路径和名称
     chord_progression:和弦列表
     intensity:水平即兴演奏和垂直即兴演奏的参数
     repeat:重复相同和弦进行的时间
    """
    def __init__(self):
        self.bpm = 120
        self.time_signature = '4/4'
        self.key = 'C'
        self.mode = 'major'
        self.file_path = '../my/data/song.mid'
        #self.chord_progression = ['Fmaj7', 'Em7', 'Dm7', 'Cmaj7']
        #self.chord_progression = ['Cmaj7', 'Am7', 'F', 'E7']
        self.chord_progression = '4321'
        #列表是已经整理好数据类型,即列表内全是字符(和弦名)或全是级数(由GUI 检查)
        self.intensity = 0
        self.repeat = 1
        self.mid = MidiFileExtended(self.file_path, type=1, mode='w')
        self.accompany_type = 1
        self.sw_bass = False
        self.bass_type = 1
        self.silent = False
        self.accompany_tone = 4 if self.silent else 0
        self.note_tone = 26 if self.silent else 0
    @property
    def scale(self):  #定义各种参数
        d = {'major': [0, 2, 2, 1, 2, 2, 2, 1],
             'dorian': [0, 2, 1, 2, 2, 2, 1, 2],
             'phrygian': [0, 1, 2, 2, 2, 1, 2, 2],
             'lydian': [0, 2, 2, 2, 1, 2, 2, 1],
             'mixolydian': [0, 2, 2, 1, 2, 2, 1, 2],
             'minor': [0, 2, 1, 2, 2, 1, 2, 2],
             'locrian': [0, 1, 2, 2, 1, 2, 2, 2],
             'major_pentatonic': [0, 2, 2, 3, 2, 3],
             'minor_pentatonic': [0, 3, 2, 2, 3, 2]}
        aliases = {'Ionian': 'major', 'aeolian': 'minor'}
        try:
            self._scale = d[self.mode.lower()]
        except KeyError:  #异常处理
            try:
                self._scale = d[aliases[self.mode]]
            except KeyError:  
            raise KeyError('Can not find your mode. Please check your key.')
        return self._scale
    @my.decorator_log.decorator_log
    def chorus(self):
        track = self.mid.get_extended_track('Piano')
        track.scale = self.scale
        if type(self.chord_progression) == list:  #绝对的和弦名称
            for i in range(self.repeat):
                if self.time_signature[0] == '4':                    track.my_chorus_4_simple(chord_progression=self.chord_progression, type=2)
                else:                    track.my_chorus_3_simple(chord_progression=self.chord_progression, type=2)
        else:  #是级数表示的和弦
            change_result = []
            for chord in self.chord_progression:
                change_result.append(track.change(int(chord),self.key, self.mode))
            for i in range(self.repeat):
                if self.time_signature[0] == '4':
                    track.my_chorus_4_simple(change_result, type=1, change=0, circulation=len(self.chord_progression))
                else:
                    track.my_chorus_3_simple(change_result, type=1, change=0, circulation=len(self.chord_progression))
        print("To specify the accompaniment, you can also call function in ./midi_extended/Track.py/my_chorus")
        help(track.my_chorus)
    @my.decorator_log.decorator_log
    def note(self):
        track = self.mid.get_extended_track('Melody')
        #track.print_msgs()
        for j in range(self.repeat):
            print("\r note {} is making...".format(j + 1), end="")
            for chord in self.chord_progression:
                melody = my.Q_myhmm.hmmmelody()
                rhythm = my.Q_myhmm.hmmrhythm()
                multiple = int(self.time_signature[0])
                d = {'C': 1, 'Db': 2, 'D': 3, 'Eb': 4, 'E': 5, 'F': 6, 'Gb': 7, 'G': 8, 'Ab': 9, 'A': 10, 'Bb': 11,
                     'B': 12, 'C#': 2, 'D#': 4, 'F#': 7, 'G#': 9, 'A#': 11}
                if self.intensity:
                    np.random.seed(round(1000000 * time.time()) % 100)  # Seed must be between 0 and 2**32 - 1
                    p = np.array([self.intensity, 1 - self.intensity])
               if type(self.chord_progression) == list:  #已经是绝对的和弦名称
                modulation = np.random.choice([0, d[chord[0]]], p=p.ravel())
                    else:  #是级数
                        modulation = np.random.choice([0, sum(self.scale[0:int(chord)])], p=p.ravel())
                else:
                    modulation = 0
                #modulation = sum(self.scale[0:d[chord[0]]])
                for i in range(len(rhythm)):
                    m = melody[i]
                    if m > 0:  #是一个普通音符
                        track.add_note(m, rhythm[i] * multiple, modulation, 1, velocity=110, scale=self.scale, channel=3)
                        #sum(self.scale[0:d[chord[0]]]))
                        #print('add_note', m, rhythm[i]*multiple)
                    elif m == 0:  #是休止符
                        track.add_rest(rhythm[i] * multiple)
                        #print('add_rest', m, rhythm[i]*multiple)
                    else:  #是延音符
                        track.add_tenuto(rhythm[i] * multiple)
                        #print('add_tenuto', m, rhythm[i]*multiple)
    def bass(self):
        track = self.mid.get_extended_track('Bass')
        track.scale = self.scale
        if type(self.chord_progression) == list:  #已经是绝对的和弦名称
            for i in range(self.repeat):
                if self.time_signature[0] == '4':
                    track.my_bass_4_simple(chord_progression=self.chord_progression, type=1)
                else:                    track.my_bass_3_simple(chord_progression=self.chord_progression, type=1)
        else:  #是级数表示的和弦
            for i in range(self.repeat):
                if self.time_signature[0] == '4':
      track.my_bass_4_simple(self.chord_progression, type=i + 1, change=0)
                else:
      track.my_bass_3_simple(self.chord_progression, type=i + 1, change=0)
    def piano_roll_test(self):  #定义测试
        path = self.file_path  #文件路径
        mid = MidiFileExtended(path, 'r')
        mid.turn_track_into_numpy_matrix('Piano', "../my/data/Piano.npy")
        mid.generate_track_from_numpy_matrix("../my/data/Piano.npy", (288, 128), 'Piano', False, True,
                                             '../my/data/Piano.png')
       mid.turn_track_into_numpy_matrix('Melody', "../my/data/Melody.npy")  #数据写入矩阵
        mid.generate_track_from_numpy_matrix("../my/data/Melody.npy", (288, 128), 'Melody', False, True, '../my/data/Melody.png')
        if self.sw_bass:
            mid.turn_track_into_numpy_matrix('Bass', "../my/data/Bass.npy")
            mid.generate_track_from_numpy_matrix("../my/data/Bass.npy", (288, 128), 'Bass', False, True, '../my/data/Bass.png')
    def write_song(self):  #定义写入歌曲
        del self.mid
        self.mid = MidiFileExtended(self.file_path, type=1, mode='w')
        self.mid.add_new_track('Piano', self.time_signature, self.bpm, self.key, {'0': 4 if self.silent else 0})  #4})
        #这里的轨道0和1音色是30,代表具体乐器音色
        self.chorus()
        self.mid.add_new_track('Melody', self.time_signature, self.bpm, self.key, {'3': 26 if self.silent else 0})  #26
        self.note()
        if self.sw_bass:
            self.mid.add_new_track('Bass', self.time_signature, self.bpm, self.key, {'6': 39 if self.silent else 33,
                                                                                     '7': 35, '8': 36})
            self.bass()
if __name__ == '__main__':  #主函数
    silence = Impromptu()
    print(silence.scale)
    silence.write_song()
    silence.mid.save_midi()
    silence.piano_roll_test()
    print("Done. Start to play.")
    #silence.mid.play_it()

5. GUI设计

为方便用户交互,使用PyQt5 Designer拖动控件,设计图形界面,使用PyQt-tools将制作好的.ui文件转为.py代码,完成用户界面初始化,再将控件绑定对应功能。

1)用户界面空间初始化

此代码由制作的.ui文件经PyQt-tools转换而成,在Windows下运行。

from PyQt5 import QtCore, QtWidgets
class Ui_MainWindow(object):
    def setupUi(self, MainWindow):  #设置界面
        MainWindow.setObjectName("MainWindow")
        MainWindow.resize(800, 680)
		self.centralwidget = QtWidgets.QWidget(MainWindow)
		self.centralwidget.setObjectName("centralwidget")
		self.verticalLayoutWidget = QtWidgets.QWidget(self.centralwidget)
		self.verticalLayoutWidget.setGeometry(QtCore.QRect(0, 0, 800, 680))
		self.verticalLayoutWidget.setObjectName("verticalLayoutWidget")        self.verticalLayout_2=QtWidgets.QVBoxLayout(self.verticalLayoutWidget)
		self.verticalLayout_2.setContentsMargins(0, 0, 0, 0)
		self.verticalLayout_2.setObjectName("verticalLayout_2")
		self.verticalLayout_3 = QtWidgets.QVBoxLayout()
		self.verticalLayout_3.setObjectName("verticalLayout_3")
		self.frame = QtWidgets.QFrame(self.verticalLayoutWidget)
		self.frame.setEnabled(True)
		self.frame.setStyleSheet("background-image:url(./background.jpeg);")
		self.frame.setFrameShape(QtWidgets.QFrame.StyledPanel)
		self.frame.setFrameShadow(QtWidgets.QFrame.Raised)
		self.frame.setObjectName("frame")
		self.w_time_signalture = QtWidgets.QComboBox(self.frame)
		self.w_time_signalture.setGeometry(QtCore.QRect(360,220, 111, 21))
		self.w_time_signalture.setObjectName("w_time_signalture")
		self.w_time_signalture.addItem("")
		self.w_time_signalture.addItem("")
		self.w_mode = QtWidgets.QComboBox(self.frame)
		self.w_mode.setGeometry(QtCore.QRect(360, 140, 111, 21))
		self.w_mode.setObjectName("w_mode")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_mode.addItem("")
		self.w_bass = QtWidgets.QComboBox(self.frame)
		self.w_bass.setGeometry(QtCore.QRect(360, 300, 111, 21))
		self.w_bass.setObjectName("w_bass")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
		self.w_bass.addItem("")
        self.w_bass.addItem("")
        self.w_accompany = QtWidgets.QComboBox(self.frame)
        self.w_accompany.setGeometry(QtCore.QRect(360, 260, 111, 21))
        self.w_accompany.setObjectName("w_accompany")
        self.w_accompany.addItem("")
        self.w_accompany.addItem("")
        self.w_accompany.addItem("")
        self.w_accompany.addItem("")
        self.w_accompany.addItem("")
        self.w_accompany.addItem("")
        self.w_key = QtWidgets.QComboBox(self.frame)
        self.w_key.setEnabled(True)
        self.w_key.setGeometry(QtCore.QRect(360, 100, 111, 21))
        self.w_key.setMaxVisibleItems(7)
        self.w_key.setObjectName("w_key")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.w_key.addItem("")
        self.verticalLayout_3.addWidget(self.frame)
        self.verticalLayout_2.addLayout(self.verticalLayout_3)
        self.label = QtWidgets.QLabel(self.centralwidget)
        self.label.setGeometry(QtCore.QRect(190, 340, 141, 31))
        self.label.setObjectName("label")
        self.w_play = QtWidgets.QPushButton(self.centralwidget)
        self.w_play.setGeometry(QtCore.QRect(360, 490, 93, 28))
        self.w_play.setAutoDefault(False)
        self.w_play.setDefault(False)
        self.w_play.setFlat(False)
        self.w_play.setObjectName("w_play")
        self.label_7 = QtWidgets.QLabel(self.centralwidget)
        self.label_7.setGeometry(QtCore.QRect(190, 380, 121, 31))
        self.label_7.setObjectName("label_7")
        self.w_intensity = QtWidgets.QSlider(self.centralwidget)
        self.w_intensity.setGeometry(QtCore.QRect(340, 430, 160, 22))
        self.w_intensity.setMaximum(100)
        self.w_intensity.setSingleStep(1)
        self.w_intensity.setOrientation(QtCore.Qt.Horizontal)
        self.w_intensity.setObjectName("w_intensity")
        self.w_repeat = QtWidgets.QLineEdit(self.centralwidget)
        self.w_repeat.setGeometry(QtCore.QRect(360, 380, 113, 21))
        self.w_repeat.setInputMask("")
        self.w_repeat.setMaxLength(32767)
        self.w_repeat.setObjectName("w_repeat")
        self.w_bpm = QtWidgets.QLineEdit(self.centralwidget)
        self.w_bpm.setGeometry(QtCore.QRect(360, 180, 113, 21))
        self.w_bpm.setObjectName("w_bpm")
        self.w_chord_progression = QtWidgets.QLineEdit(self.centralwidget)
        self.w_chord_progression.setGeometry(QtCore.QRect(360,340,113,21))
        self.w_chord_progression.setObjectName("w_chord_progression")
        self.label_6 = QtWidgets.QLabel(self.centralwidget)
        self.label_6.setGeometry(QtCore.QRect(190, 180, 121, 31))
        self.label_6.setObjectName("label_6")
        self.label_5 = QtWidgets.QLabel(self.centralwidget)
        self.label_5.setGeometry(QtCore.QRect(190, 100, 121, 31))
        self.label_5.setObjectName("label_5")
        self.label_3 = QtWidgets.QLabel(self.centralwidget)
        self.label_3.setGeometry(QtCore.QRect(190, 420, 121, 31))
        self.label_3.setObjectName("label_3")
        self.label_2 = QtWidgets.QLabel(self.centralwidget)
        self.label_2.setGeometry(QtCore.QRect(190, 220, 121, 31))
        self.label_2.setObjectName("label_2")
        self.label_4 = QtWidgets.QLabel(self.centralwidget)
        self.label_4.setGeometry(QtCore.QRect(190, 140, 121, 31))
        self.label_4.setObjectName("label_4")
        self.label_8 = QtWidgets.QLabel(self.centralwidget)
        self.label_8.setGeometry(QtCore.QRect(190, 260, 121, 31))
        self.label_8.setObjectName("label_8")
        self.label_9 = QtWidgets.QLabel(self.centralwidget)
        self.label_9.setGeometry(QtCore.QRect(190, 300, 121, 31))
        self.label_9.setObjectName("label_9")
        self.checkBox = QtWidgets.QCheckBox(self.centralwidget)
        self.checkBox.setGeometry(QtCore.QRect(630, 430, 91, 19))
        self.checkBox.setObjectName("checkBox")
        MainWindow.setCentralWidget(self.centralwidget)
        self.menubar = QtWidgets.QMenuBar(MainWindow)
        self.menubar.setGeometry(QtCore.QRect(0, 0, 798, 26))
        self.menubar.setObjectName("menubar")
        self.menusetting = QtWidgets.QMenu(self.menubar)
        self.menusetting.setObjectName("menusetting")
        self.menuhelp = QtWidgets.QMenu(self.menubar)
        self.menuhelp.setObjectName("menuhelp")
        self.menuAbout = QtWidgets.QMenu(self.menubar)
        self.menuAbout.setObjectName("menuAbout")
        MainWindow.setMenuBar(self.menubar)
        self.statusbar = QtWidgets.QStatusBar(MainWindow)
        self.statusbar.setObjectName("statusbar")
        MainWindow.setStatusBar(self.statusbar)
        self.actionsetting = QtWidgets.QAction(MainWindow)
        self.actionsetting.setObjectName("actionsetting")
        self.actionexit = QtWidgets.QAction(MainWindow)
        self.actionexit.setObjectName("actionexit")
        self.actiondocument_2 = QtWidgets.QAction(MainWindow)
        self.actiondocument_2.setObjectName("actiondocument_2")
        self.actionabout = QtWidgets.QAction(MainWindow)
        self.actionabout.setObjectName("actionabout")
        self.menusetting.addSeparator()
        self.menusetting.addAction(self.actionsetting)
        self.menusetting.addSeparator()
        self.menusetting.addAction(self.actionexit)
        self.menuhelp.addAction(self.actiondocument_2)
        self.menuAbout.addAction(self.actionabout)
        self.menubar.addAction(self.menusetting.menuAction())
        self.menubar.addAction(self.menuhelp.menuAction())
        self.menubar.addAction(self.menuAbout.menuAction())
        self.retranslateUi(MainWindow)
        self.w_key.setCurrentIndex(0)
        QtCore.QMetaObject.connectSlotsByName(MainWindow)
	def retranslateUi(self, MainWindow):  #重新加载界面
		_translate = QtCore.QCoreApplication.translate
		MainWindow.setWindowTitle(_translate("MainWindow", "MainWindow"))
		self.w_time_signalture.setItemText(0,_translate("MainWindow","4/4"))
		self.w_time_signalture.setItemText(1, _translate("MainWindow","3/4"))
		self.w_mode.setItemText(0, _translate("MainWindow", "major"))
		self.w_mode.setItemText(1, _translate("MainWindow", "dorian"))
		self.w_mode.setItemText(2, _translate("MainWindow", "phrygian"))
		self.w_mode.setItemText(3, _translate("MainWindow", "lydian"))
		self.w_mode.setItemText(4, _translate("MainWindow", "mixolydian"))
		self.w_mode.setItemText(5, _translate("MainWindow", "minor"))
		self.w_mode.setItemText(6, _translate("MainWindow", "locrian"))
		self.w_mode.setItemText(7,_translate("MainWindow","major pentatonic"))
		self.w_mode.setItemText(8,_translate("MainWindow","minor pentatonic"))
		self.w_bass.setItemText(0, _translate("MainWindow", "None"))
		self.w_bass.setItemText(1, _translate("MainWindow", "1"))
		self.w_bass.setItemText(2, _translate("MainWindow", "2"))
		self.w_bass.setItemText(3, _translate("MainWindow", "3"))
		self.w_bass.setItemText(4, _translate("MainWindow", "4"))
		self.w_bass.setItemText(5, _translate("MainWindow", "5"))
		self.w_bass.setItemText(6, _translate("MainWindow", "6"))
        self.w_bass.setItemText(7, _translate("MainWindow", "7"))
        self.w_accompany.setItemText(0, _translate("MainWindow", "1"))
        self.w_accompany.setItemText(1, _translate("MainWindow", "2"))
        self.w_accompany.setItemText(2, _translate("MainWindow", "3"))
        self.w_accompany.setItemText(3, _translate("MainWindow", "4"))
        self.w_accompany.setItemText(4, _translate("MainWindow", "5"))
        self.w_accompany.setItemText(5, _translate("MainWindow", "6"))
        self.w_key.setCurrentText(_translate("MainWindow", "C"))
        self.w_key.setItemText(0, _translate("MainWindow", "C"))
        self.w_key.setItemText(1, _translate("MainWindow", "D"))
        self.w_key.setItemText(2, _translate("MainWindow", "E"))
        self.w_key.setItemText(3, _translate("MainWindow", "F"))
        self.w_key.setItemText(4, _translate("MainWindow", "G"))
        self.w_key.setItemText(5, _translate("MainWindow", "A"))
        self.w_key.setItemText(6, _translate("MainWindow", "B"))
        self.label.setText(_translate("MainWindow", "Chord progression"))
        self.w_play.setText(_translate("MainWindow", "GO"))
        self.label_7.setText(_translate("MainWindow", "repeat"))
        self.w_repeat.setText(_translate("MainWindow", "1"))
        self.w_bpm.setText(_translate("MainWindow", "120"))
        self.w_chord_progression.setText(_translate("MainWindow","4321"))
        self.label_6.setText(_translate("MainWindow", "bpm"))
        self.label_5.setText(_translate("MainWindow", "key"))
        self.label_3.setText(_translate("MainWindow", "intensity"))
        self.label_2.setText(_translate("MainWindow", "Time signalture"))
        self.label_4.setText(_translate("MainWindow", "mode"))
        self.label_8.setText(_translate("MainWindow", "accompany"))
        self.label_9.setText(_translate("MainWindow", "bass"))
        self.checkBox.setText(_translate("MainWindow", "silent"))
        self.menusetting.setTitle(_translate("MainWindow", "Menu"))
        self.menuhelp.setTitle(_translate("MainWindow", "Help"))
        self.menuAbout.setTitle(_translate("MainWindow", "About"))
        self.actionsetting.setText(_translate("MainWindow", "setting"))
       self.actionexit.setText(_translate("MainWindow", "exit"))
       self.actiondocument_2.setText(_translate("MainWindow", "document"))
       self.actionabout.setText(_translate("MainWindow", "about"))

2)将控件绑定功能(信号与槽的绑定)

通过MainCode实现的继承关系如图所示,其中Impromptu类为可运行的脚本,Ui_MainWindow为PyQt5。

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_qt_05

#完成基础页面布局后,对事件设定触发,并定义触发的函数
import sys
from PyQt5.QtWidgets import QApplication, QMainWindow, QMessageBox
from PyQt5.QtCore import QCoreApplication
from my import v4
#import _thread
#import threading
import all1
play = False
class MainCode(all1.Impromptu, QMainWindow, v4.Ui_MainWindow):
    def __init__(self):  #初始化
        super().__init__()
        QMainWindow.__init__(self)
		v4.Ui_MainWindow.__init__(self)
		#super().setupUi(self)
		self.setupUi(self)
		self.w_play.clicked.connect(self.go)
		self.w_key.activated[str].connect(self.set_key)
		self.w_mode.activated[str].connect(self.set_mode)
		self.w_bass.activated[str].connect(self.set_bass)
		self.w_accompany.activated[str].connect(self.set_accompany)
		self.w_time_signalture.activated[str].connect(self.set_time_signalture)
		self.actionexit.triggered.connect(QCoreApplication.instance().quit)
		self.actiondocument_2.triggered.connect(self.document)
		self.actionsetting.triggered.connect(self.setting)
		self.actionabout.triggered.connect(self.about)
	def document(self):  #定义文本
	    text = "this is ducoment"
	    QMessageBox.information(self, "Message", text, QMessageBox.Ok)
	def setting(self):  #定义设置
	    text = "this is setting"
	    QMessageBox.information(self, "Message", text, QMessageBox.Ok)
	def about(self):    #定义关于
	    text = "author: @dongmie1999\n2020.4"
	    QMessageBox.information(self, "Message", text, QMessageBox.Ok)
	def set_key(self, text):  #定义设置键
	    self.key = text
	def set_mode(self, text): #定义设置模式
    	self.mode = text
	def set_bass(self, text):  #定义设置贝斯
	    if text == 'None':
	        self.sw_bass = False
	    else:
	        self.sw_bass = True
	        self.bass_type = int(text)
	def set_accompany(self, text):  #定义设置伴奏
    	self.accompany_type = int(text)
	def set_time_signalture(self, text):  #定义设置时间
    	self.time_signalture = text
	def go(self):  #定义行进
        try:
            self.bpm = int(self.w_bpm.text())
        except ValueError:
            text = "bpm should be an positive integer.\nrecommend: 70~150"
            QMessageBox.information(self, "Message", text, QMessageBox.Ok)
            return
        try:
            if not 0 < int(self.w_repeat.text()) <20:
                raise ValueError
        except ValueError:
            text = "repeat should be an positive integer.\nrecommend: 1~5"
            QMessageBox.information(self, "Message", text, QMessageBox.Ok)
            return
        self.intensity = int(self.w_intensity.value()/100)
        try:  #用级数表示和弦
            for t in self.w_chord_progression.text():
                if 0 < int(t) < 8:
                    pass
                else:
                    text = "Input should be a series fo numbers.\nEach number must be between 1~7.\n" + \
                           "Example: 4321 or 4536251 or 1645"
            QMessageBox.information(self, "Message", text, QMessageBox.Ok)
                    return
            self.chord_progression = self.w_chord_progression.text()
        except ValueError:  #和弦名称
         self.chord_progression=self.w_chord_progression.text().split(',')
        #print(self.checkBox.checkState())
        if self.checkBox.checkState():
            self.silent = True
        else:
            self.silent = False
        print("Song making...")
        self.write_song()
        self.mid.save_midi()
        print("Done. Start to play.")
        #for n in range(self.repeat):
        #获取条目文本
        #str_n = 'File index{0}'.format(n)
        #添加文本到列表控件中
        #self.listFile.addItem(str_n)
        #实时刷新界面
        #QApplication.processEvents()
        #睡眠1秒
        #time.sleep(1)
        #thread.start_new_thread(self.mid.play_it())
        self.mid.play_it()

if __name__ == '__main__':  #主函数
    app = QApplication(sys.argv)
    md = MainCode()
    md.show()
    #t1 = threading.Thread(target=md.show())
    #t2 = threading.Thread(target=md.go())
    #t1.start()
    #t1.join()
    #if play:
    #print("play")
    #t2.start()
    #t2.join()
    #play = False
    sys.exit(app.exec_())

系统测试

GUI界面选择的和弦级数都是调内和弦。在Impromptu中使用self.chord_progression = [Cmaj7','Am7', 'F', 'E7'], 可以使用调外和弦,给歌曲引入更丰富的和声。

运行主程序后显示GUI界面如图所示。用户可选择的歌曲信息有主音、调式、bpm、拍号、钢琴伴奏类型、贝斯伴奏类型、和弦进行、重复次数和即兴的强度,另外还有右下角音色的切换(普通/安静)。

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_python_06

由于即兴的特点,每次运行产生的音频都不同,此处展示C大调下和弦进行为4321,重复次数为1,贝斯和钢琴伴奏类型均为类型1的歌曲可视化结果,如图3所示。钢琴伴奏位于中音区(C3~4) 。即兴旋律可视化结果如图4所示,即兴旋律位于高音区(C4~C5) 。贝斯伴奏可视化结果如图5所示,即兴旋律位于低音区(C1~C2)。

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_python_07


图3 钢琴伴奏可视化

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_自然语言处理_08


图4 即兴旋律可视化

基于Python++PyQt5马尔科夫模型的智能AI即兴作曲—深度学习算法应用(含全部工程源码+测试数据)_深度学习_09


图5 贝斯伴奏可视化

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