model_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torchvision\n",
    "import torch.nn as nn\n",
    "from torch.nn.functional import interpolate \n",
    "import matplotlib.pyplot as plt\n",
    "import pydub\n",
    "from pydub import AudioSegment\n",
    "from pathlib import Path\n",
    "import time\n",
    "# generation imports\n",
    "from pippi.soundbuffer import SoundBuffer\n",
    "from pippi import dsp,fx\n",
    "import param_generation as pg\n",
    "import _pickle as pickle\n",
    "from IPython.display import Audio\n",
    "from feature_extraction.mir_utils import *\n",
    "###\n",
    "import torch.utils.data as utils\n",
    "import torchvision.transforms as transforms\n",
    "from PIL import Image\n",
    "###\n",
    "import scipy.stats as ss\n",
    "import common_vars as comv\n",
    "import imp\n",
    "import librosa\n",
    "import librosa.display\n",
    "import sys\n",
    "import csv\n",
    "from scipy.io.wavfile import write\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "\n",
    "from feature_extraction import resnet\n",
    "\n",
    "import helpers\n",
    "imp.reload(resnet)\n",
    "imp.reload(helpers)\n",
    "imp.reload(comv)\n",
    "imp.reload(pg)\n",
    "from feature_extraction import pytorch_models as tm\n",
    "imp.reload(tm)\n",
    "from helpers import *\n",
    "\n",
    "# from common_vars import SR\n",
    "device = torch.device(\"cuda:1\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "drum_types = ['hat', 'kick', 'shake', 'snare']\n",
    "\n",
    "# save_path=\"./generated_sample_pack/\"\n",
    "# device = \"cpu\"\n",
    "# stack_size=3\n",
    "# BATCH_SIZE=1\n",
    "# NUM_BINS=100\n",
    "\n",
    "# classes=comv.classes\n",
    "# classes_ranked=comv.classes_ranked\n",
    "# cDict={v:i for i,v in enumerate(classes)}\n",
    "\n",
    "# drum_groups=['tom_low','snare','hihat_closed','rim','synth_noise','clap','kick','hihat_open','tom_mid']\n",
    "\n",
    "\n",
    "# drum_df=pd.DataFrame(columns=[\"name\",\"fc\",\"cnnlstm\",\"env+freq\",\"consensus\",\"stack_size\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # transformations to the audio (by default, the SR rate of generations is 44100)\n",
    "# # model is trained on 5512 SR\n",
    "SCALE_FACTOR = 1/8\n",
    "\n",
    "# signal = interpolate(torch.tensor(a).reshape([1,1,-1]),scale_factor = SCALE_FACTOR,recompute_scale_factor=False).reshape(1,-1)\n",
    "# Audio(signal.reshape([-1]),rate=5512,autoplay=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchaudio\n",
    "spec = torchaudio.functional.spectrogram\n",
    "\n",
    "FREQ_BINS=30\n",
    "TIME_STEPS=10\n",
    "class specTrans(object):\n",
    "    def __init__(self,num_mels=50,sr=SR,time_steps=20,amp_to_power=True):\n",
    "        self.sr = sr\n",
    "        self.amp_to_power=amp_to_power\n",
    "        self.num_mels=num_mels\n",
    "        self.ampP=torchaudio.transforms.AmplitudeToDB(stype='power',top_db=60)\n",
    "        self.melP=torchaudio.transforms.MelScale(n_mels=self.num_mels, sample_rate=sr,n_stft=None)\n",
    "        self.hop_step=time_steps-1\n",
    "    def __call__(self, sample):\n",
    "        \n",
    "        wf=sample\n",
    "        wf=wf.reshape(-1,len(wf))\n",
    "        sample_length=self.sr\n",
    "\n",
    "        num_bins=wf[0].shape[0]\n",
    "        win_length=self.sr//17\n",
    "        hop_step=self.sr//self.hop_step\n",
    "        window=torch.tensor([1]*win_length)\n",
    "        s=spec(wf, 0, window, num_bins, hop_step, win_length,2,normalized=True)\n",
    "        s=self.melP(s)\n",
    "        if self.amp_to_power:\n",
    "            s=self.ampP(s)\n",
    "        s = s - s.min()\n",
    "        s = s/s.abs().max()\n",
    "\n",
    "        freq=s\n",
    "        freq[torch.isnan(freq)]=0\n",
    "        freq=freq\n",
    "        return freq.detach()\n",
    "    \n",
    "spec_tf = specTrans(FREQ_BINS,time_steps=TIME_STEPS,sr=SR//4,amp_to_power=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnet = resnet.resnet18(in_channel=1, out_channel=2).to(device)\n",
    "cnet.load_state_dict( torch.load(\"feature_extraction/models/resnet18/resnet18-2.checkpoint\")['model_state_dict'])\n",
    "cnet.to(device)\n",
    "cnet.eval()\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# cnet = tm.Conv_Spec_DVN(embed_only=False,device=device).to(device)\n",
    "# checkpoint = torch.load(\"feature_extraction/models/1d_conv/0.401_0.0237_.checkpoint\")\n",
    "# cnet.load_state_dict(checkpoint['model_state_dict'])\n",
    "# cnet.to(device)\n",
    "# cnet.eval()\n",
    "\n",
    "cnet_dvd = tm.Conv_Spec_DVD(embed_only=False,device=device).to(device)\n",
    "checkpoint = torch.load(\"feature_extraction/models/1d_conv_dvd/0.559_0.1256_.checkpoint\")\n",
    "cnet_dvd.load_state_dict(checkpoint['model_state_dict'])\n",
    "cnet_dvd.to(device)\n",
    "cnet_dvd.eval()\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hat\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/asalimi/miniconda3/lib/python3.7/site-packages/torch/functional.py:516: UserWarning: stft will require the return_complex parameter be explicitly  specified in a future PyTorch release. Use return_complex=False  to preserve the current behavior or return_complex=True to return  a complex output. (Triggered internally at  /pytorch/aten/src/ATen/native/SpectralOps.cpp:653.)\n",
      "  normalized, onesided, return_complex)\n",
      "/home/asalimi/miniconda3/lib/python3.7/site-packages/torch/functional.py:516: UserWarning: The function torch.rfft is deprecated and will be removed in a future PyTorch release. Use the new torch.fft module functions, instead, by importing torch.fft and calling torch.fft.fft or torch.fft.rfft. (Triggered internally at  /pytorch/aten/src/ATen/native/SpectralOps.cpp:590.)\n",
      "  normalized, onesided, return_complex)\n"
     ]
    },
    {
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# make sound and evaluate\n",
    "def make_and_eval(stack_size = 1):\n",
    "  \n",
    "    out,params = StackMaker(stack_size)\n",
    "    a = memToAud(out)\n",
    "#     resnet_a = librosa.resample(a,11025,44100)\n",
    "    try:\n",
    "        a = helpers.butter_bandpass_filter(a,30,15000,48000,order=2)\n",
    "    except:\n",
    "        pass\n",
    "    # load features for resnet \n",
    "    \n",
    "    try:\n",
    "        resnet_signal = torch.tensor(librosa.resample(a.reshape(-1),44100,11025)).reshape([1,1,-1]).float()[:,:,0:5012]\n",
    "    except:\n",
    "          resnet_signal = torch.tensor(np.zeros([1,1,5012])).float()\n",
    "    # load features for convolutional models\n",
    "    signal = interpolate(torch.tensor(a).reshape([1,1,-1]),scale_factor = SCALE_FACTOR,recompute_scale_factor=False).reshape(1,-1)\n",
    "    spec_signal = interpolate(torch.tensor(a).reshape([1,1,-1]),scale_factor = 0.25,recompute_scale_factor=False).reshape(1,-1)\n",
    "    spectrogram = spec_tf(spec_signal[0].float())\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        ps = cnet(resnet_signal.to(device))\n",
    "        ps_dvd = cnet_dvd(signal.to(device),spectrogram.to(device))\n",
    "    return memToAud(out).reshape(-1),signal,ps.cpu().numpy()[0],torch.sigmoid(ps).cpu().numpy()[0],torch.sigmoid(ps_dvd).cpu().numpy()[0]\n",
    "a,a_downsampled,ps,pss,ps_dvd = make_and_eval()\n",
    "print(drum_types[np.argmax(ps_dvd)])\n",
    "\n",
    "a = a.reshape([-1])\n",
    "\n",
    "a\n",
    "Audio(a,rate=SR,autoplay=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#mantra\n",
    "len('aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa')\n",
    "#amen\n",
    "len('aaaaaaaaaaaaaaaaaaaaaaaaaaaaa')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "snare\n",
      "0.7310586 0.5 17\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'mix_down' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-003505aeb8cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpss\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpss\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m         \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmix_down\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdrum_types\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mps_dvd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m         \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0mbiggest_p\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mps\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'mix_down' is not defined"
     ]
    }
   ],
   "source": [
    "# loop until found\n",
    "biggest_p = []\n",
    "best_sounds = {}\n",
    "for i in range(1000):\n",
    "    print(i,end=\"\\r\")\n",
    "    a,a_ds,ps,pss,pss_dvd= make_and_eval(1)\n",
    "    if pss[0] > pss[1]:\n",
    "        print(drum_types[np.argmax(pss_dvd)])\n",
    "        print(pss[0],pss[1],i)\n",
    "        \n",
    "        a = mix_down(a,drum_types[np.argmax(ps_dvd)])\n",
    "        break\n",
    "    biggest_p.append(ps[0])\n",
    "Audio(a[0:SR//2].reshape([-1]),rate=44100,autoplay=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "# getting the best sound out of n tries\n",
    "\n",
    "# best_sounds = {}\n",
    "# best_sounds = dict.fromkeys(drum_types)\n",
    "# for k in drum_types:\n",
    "#     best_sounds[k] = (0,[0])\n",
    "def f():\n",
    "    for i in range(100):\n",
    "        print(i,end=\"\\r\")\n",
    "        a,a_ds,ps,pss,pss_dvd= make_and_eval(4)\n",
    "        if pss[0]>pss[1]:\n",
    "            pass\n",
    "    #         t,p = drum_types[np.argmax(pss_dvd)],pss_dvd[np.argmax(pss_dvd)]\n",
    "    #         if best_sounds[t][0]<p:\n",
    "    #             best_sounds[t] = (p,a)\n",
    "    return 2\n",
    "x = f()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import numpy\n",
    "# import IPython.display as ipd\n",
    "# from IPython.display import clear_output\n",
    "# import time \n",
    "# sr = 22050# sample rate\n",
    "# T = 2.0# seconds\n",
    "# t = numpy.linspace(0, T, int(T*sr), endpoint=False)# time variable\n",
    "# x = 0.5*numpy.sin(2*numpy.pi*440*t)\n",
    "# ipd.Audio(x, rate=sr)\n",
    "\n",
    "# for i in range(3):\n",
    "#     x = 0.1*numpy.sin(i*numpy.pi*440*t)\n",
    "#     ipd.set_matplotlib_close(close=True)\n",
    "#     ipd.display(ipd.Audio(x, rate=sr,autoplay=True))\n",
    "#     time.sleep(1)\n",
    "#     clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #save kit to file\n",
    "# from scipy.io.wavfile import write\n",
    "# from pippi import dsp\n",
    "# write(\"feature_extraction/kits/kick.wav\",SR,best_sounds[\"kick\"][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from pydub import AudioSegment\n",
    "\n",
    "# song = AudioSegment.from_wav(\"feature_extraction/kits/kick.wav\")\n",
    "# k = dsp.read(\"feature_extraction/kits/kick.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mix_down(a,cat):\n",
    "    a = librosa.util.normalize(a)\n",
    "    if cat==\"kick\":\n",
    "        a = helpers.butter_bandpass_filter(a,30,8000,48000,order=2)\n",
    "        a = librosa.util.normalize(a)\n",
    "    if cat == \"shake\":\n",
    "        a = helpers.butter_bandpass_filter(a,10000,15000,48000,order=2)\n",
    "        a = librosa.util.normalize(a)\n",
    "        a = a * 0.6\n",
    "    if cat == \"hat\":\n",
    "        a = helpers.butter_bandpass_filter(a,8000,15000,48000,order=2)\n",
    "        a = librosa.util.normalize(a)\n",
    "        a = a * 0.9\n",
    "    if cat == \"snare\":\n",
    "        a = helpers.butter_bandpass_filter(a,300,12000,48000,order=2)\n",
    "        a = librosa.util.normalize(a)\n",
    "        a = a * 0.9\n",
    "        a = a.reshape([-1])\n",
    "    return a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import threading\n",
    "from IPython.display import clear_output\n",
    "# # playing a loop while drum kit is updated in seperate thread\n",
    "# drum_kit = {}\n",
    "# drum_kit = dict.fromkeys(drum_types)\n",
    "# counts = dict.fromkeys(drum_types)\n",
    "for k in counts:\n",
    "    counts[k] = 0\n",
    "    \n",
    "bpm = 500\n",
    "num_beats = 16\n",
    "def make_beat(drum_kit):\n",
    "    loop = np.zeros(num_beats*60*SR//bpm ) # init silent loop\n",
    "    loop = add_to_loop(loop,\"kick\",0,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"kick\",2,drum_kit)\n",
    "    loop = add_to_loop(loop,\"snare\",4,drum_kit)\n",
    "    loop = add_to_loop(loop,\"hat\",6,drum_kit)\n",
    "    loop = add_to_loop(loop,\"shake\",7,drum_kit)\n",
    "    loop = add_to_loop(loop,\"hat\",8,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"shake\",9,drum_kit)\n",
    "    loop = add_to_loop(loop,\"kick\",10,drum_kit)\n",
    "    loop = add_to_loop(loop,\"snare\",12,drum_kit)\n",
    "    return loop\n",
    "\n",
    "# bpm = 300\n",
    "# num_beats = 7\n",
    "# def make_beat(drum_kit):\n",
    "#     loop = np.zeros(num_beats*60*SR//bpm ) # init silent loop\n",
    "#     loop = add_to_loop(loop,\"kick\",0,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"hat\",1,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"kick\",2,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"snare\",4,drum_kit)\n",
    "#     loop = add_to_loop(loop,\"shake\",5,drum_kit)\n",
    "#     return loop\n",
    "\n",
    "def add_to_loop(loop,drum,beat,drum_kit):\n",
    "        # given a loop, it puts a drum at beat n\n",
    "        beat_position = int(SR*beat*60//bpm)\n",
    "        try:\n",
    "            drum_sound =  drum_kit[drum][1][0:SR//3]\n",
    "        except:\n",
    "            drum_sound = np.zeros(SR)\n",
    "        start,stop = beat_position,min(beat_position+len(drum_sound),len(loop))\n",
    "        loop[start:stop] += drum_sound[0:stop-start]\n",
    "        return loop\n",
    "\n",
    "def play_loop(loop,sr=SR):\n",
    "        ipd.set_matplotlib_close(close=True)\n",
    "        ipd.display(ipd.Audio(loop, rate=sr,autoplay=True))\n",
    "        loop_length = len(loop)/sr\n",
    "        time.sleep(loop_length)\n",
    "        clear_output()\n",
    "\n",
    "\n",
    "def kit_updater(drum_kit,counts,tries=10,):\n",
    "    # updates a drum kit for n tries\n",
    "    loops_made = 0\n",
    "    for i in range(tries):\n",
    "        a,a_ds,ps,pss,pss_dvd= make_and_eval(np.random.randint(3))\n",
    "        if pss[0] > pss[1]:\n",
    "            t,p = drum_types[np.argmax(pss_dvd)],pss_dvd[np.argmax(pss_dvd)]\n",
    "#             a = mix_down(a,t)\n",
    "            drum_kit[t] = (p,a)\n",
    "            counts[t] += 1\n",
    "            loop = make_beat(drum_kit)\n",
    "            write('loops/mantra/loop:%d-attempt:%d.wav'%(loops_made,i), 44100, loop)\n",
    "            loops_made+=1\n",
    "        if loops_made>100:\n",
    "            break\n",
    "\n",
    "def morph_kit():\n",
    "    kit_updater_thread = threading.Thread(target=kit_updater,args=(drum_kit,counts,10000))\n",
    "    kit_updater_thread.start()\n",
    "    while kit_updater_thread.is_alive():\n",
    "        loop = make_beat(drum_kit)\n",
    "        ipd.set_matplotlib_close(close=True)\n",
    "        ipd.display(ipd.Audio(loop, rate=SR,autoplay=True))\n",
    "        loop_length = len(loop)/SR\n",
    "        time.sleep(loop_length)\n",
    "        clear_output()\n",
    "# loop = make_beat()\n",
    "# play_loop(loop)\n",
    "morph_kit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def kit_updater(drum_kit,tries=10,):\n",
    "    for i in range(tries):\n",
    "        a,a_ds,ps,pss,pss_dvd= make_and_eval(1)\n",
    "        if pss[0]>pss[1]:\n",
    "            t,p = drum_types[np.argmax(pss_dvd)],pss_dvd[np.argmax(pss_dvd)]\n",
    "            drum_kit[t] = (p,a)\n",
    "        \n",
    "def check_kit():\n",
    "    kit_updater_thread = threading.Thread(target=kit_updater,args=(drum_kit,500))\n",
    "    kit_updater_thread.start()\n",
    "    while kit_updater_thread.is_alive():\n",
    "        time.sleep(1)\n",
    "check_kit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bpm = 300\n",
    "num_beats = 7\n",
    "def make_beat(drum_kit):\n",
    "    loop = np.zeros(num_beats*60*SR//bpm ) # init silent loop\n",
    "    loop = add_to_loop(loop,\"kick\",0,drum_kit)\n",
    "    loop = add_to_loop(loop,\"hat\",1,drum_kit)\n",
    "    loop = add_to_loop(loop,\"kick\",2,drum_kit)\n",
    "    loop = add_to_loop(loop,\"snare\",4,drum_kit)\n",
    "    loop = add_to_loop(loop,\"shake\",5,drum_kit)\n",
    "    return loop\n",
    "loop = make_beat(best_sounds)\n",
    "ipd.display(ipd.Audio(loop, rate=SR,autoplay=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "likes = pd.read_csv(\"csvs/drum_track_abram.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(54, 55)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likes.columns=[\"loop\",\"bad\",\"c1\",\"c2\",\"c3\"]\n",
    "likes[0:99][\"bad\"].sum(),likes[99:][\"bad\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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