Vocal_Style_Transfer.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Vocal_Style_Transfer.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"W5GNt5ReBuv0","colab_type":"text"},"source":["# 드라이브 마운트 & 환경설정"]},{"cell_type":"code","metadata":{"id":"n7gDl5Y8Bd_Y","colab_type":"code","outputId":"0c901163-b48f-4f32-b5b3-268379269710","executionInfo":{"status":"ok","timestamp":1577764891114,"user_tz":-540,"elapsed":29655,"user":{"displayName":"seungho choi","photoUrl":"","userId":"08145821330716524738"}},"colab":{"base_uri":"https://localhost:8080/","height":124}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"9Olw2M8_B5-4","colab_type":"code","outputId":"e57340b2-3444-421f-8a9a-7fcc3a38098c","executionInfo":{"status":"ok","timestamp":1577764913520,"user_tz":-540,"elapsed":52054,"user":{"displayName":"seungho choi","photoUrl":"","userId":"08145821330716524738"}},"colab":{"base_uri":"https://localhost:8080/","height":246}},"source":["# 라이브러리 설치\n","!pip install pyworld==0.2.4"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Collecting pyworld==0.2.4\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4d/bf/611107c139aba3af4de0e307d4e9285fbfd19411aaf91ce16a7ece62b7fe/pyworld-0.2.4.tar.gz (72kB)\n","\r\u001b[K     |████▌                           | 10kB 18.8MB/s eta 0:00:01\r\u001b[K     |█████████                       | 20kB 1.7MB/s eta 0:00:01\r\u001b[K     |█████████████▋                  | 30kB 2.5MB/s eta 0:00:01\r\u001b[K     |██████████████████▏             | 40kB 1.6MB/s eta 0:00:01\r\u001b[K     |██████████████████████▊         | 51kB 2.0MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▏    | 61kB 2.4MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████▊| 71kB 2.8MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 81kB 2.4MB/s \n","\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from pyworld==0.2.4) (1.17.4)\n","Requirement already satisfied: cython>=0.24.0 in /usr/local/lib/python3.6/dist-packages (from pyworld==0.2.4) (0.29.14)\n","Building wheels for collected packages: pyworld\n","  Building wheel for pyworld (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyworld: filename=pyworld-0.2.4-cp36-cp36m-linux_x86_64.whl size=617993 sha256=fd8b0d222b9b82cf5ec80c01c58cd2041520927b02bab5669855edf098d8f36e\n","  Stored in directory: /root/.cache/pip/wheels/06/f9/b0/8a8b49ebc596329b34ee06798f192c27db09f42aff16a1cc82\n","Successfully built pyworld\n","Installing collected packages: pyworld\n","Successfully installed pyworld-0.2.4\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"TQdnuug7Bxzg","colab_type":"code","outputId":"899c37ab-91b2-4901-a6d2-47b7b691db88","executionInfo":{"status":"ok","timestamp":1577764923819,"user_tz":-540,"elapsed":62347,"user":{"displayName":"seungho choi","photoUrl":"","userId":"08145821330716524738"}},"colab":{"base_uri":"https://localhost:8080/","height":122}},"source":["# 처음 하시는 분이면 git clone 명령어 주석해제한 다음에 실행할 것\n","\n","# % cd /content/drive/My Drive/\n","# !git clone https://github.com/sora-12/Tobigs_music_project # 코드 다운\n","\n","\n","% cd /content/drive/My Drive/Tobigs_music_project/Vocal_Style_Transfer\n","!ls # 코드가 제대로 다운 받아졌는지 확인"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive\n","fatal: destination path 'Tobigs_music_project' already exists and is not an empty directory.\n","/content/drive/My Drive/Tobigs_music_project/Vocal_Style_Transfer\n","config.py\tdata\t model\t\tREADME.md  train.py\n","cycle_began.py\texample  preprocess.py\tsample\t   Utils\n","cyclegan.py\tlog\t __pycache__\ttest.py\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"A3iIgLcL3nAS","colab_type":"text"},"source":["> # 주의사항 꼭 읽고 진행해 주세요!\n","\n","---\n","\n","> # train 전 주의사항\n","\n","- data/train 폴더에 A, B에 각각 원하는 가수의 vocal만 들어간 데이터를 넣어주세요.\n","- data 폴더에 .npz, pickle파일이 있으면 지워주세요.\n","- model 폴더도 비워주세요.\n","- 런타임 환경이 GPU인지 확인해주세요.\n","\n","---\n","\n","> # train 중 주의사항\n","\n","- preprocess가 원래 오래 걸립니다... 대기 부탁드립니다... data폴더에 .npz파일이랑 pickle파일 만들어지면 완성 된 겁니다.\n","- 매 100에폭마다 모델 체크포인트와 웨이트를 저장합니다. 1 ~ 2기가 하는 용량이니 구글드라이브 용량이 부족하면 지우면서 진행해주시길 바랍니다. (meta, index, data 3개의 파일이 한 세트 입니다.)\n","- 중간에 종료되어도 프리프로세싱 완료 파일이랑 체크포인트 불러와 진행하기 때문에 걱정안하셔도 됩니다.\n","- 코드 수정하셨으면 꼬옥! 런타임 초기화 하시고 실행해주시기 바랍니다. 동기화가 올바로 안될 가능성이 크기 때문입니다!\n","\n","---\n","\n","> # test 주의사항\n","\n","- data/test폴더에 a가수, b가수의 파일 둘다 넣으셔서 만드십시오. 아직 A->B, B->A 가 헷갈립니다..\n","- sample 폴더에 완성파일이 만들어 질겁니다.\n","\n","---\n","\n","#### 각자 하이퍼 파라미터 어떻게 해서 돌렸는지, 어떤게 좋은 성능을 보였는지 안좋은 성능을 보였는지 기록하면서 공유할 것!"]},{"cell_type":"markdown","metadata":{"id":"aImgBNx1CdOJ","colab_type":"text"},"source":["# 트레인"]},{"cell_type":"code","metadata":{"id":"oTLHObrOCaJR","colab_type":"code","outputId":"278ad996-ed51-4163-e5a8-eaa49bbc8804","executionInfo":{"status":"ok","timestamp":1577629493942,"user_tz":-540,"elapsed":102882,"user":{"displayName":"seungho choi","photoUrl":"","userId":"08145821330716524738"}},"colab":{"base_uri":"https://localhost:8080/","height":137}},"source":["# data/train/A, B에 각각 mr제거된 vocal파일 담아두기\n","!python train.py"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Constructing MCEPs....\n","Wave Loading Complete\n","Wave Loading Complete\n","Decompose Generator Create!\n","Encoding.......\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"hbTa21tvCpn-","colab_type":"text"},"source":["# 테스트"]},{"cell_type":"code","metadata":{"id":"5VyHwMbQCqxv","colab_type":"code","colab":{}},"source":["!python test.py"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"f_Rby2R5WbzX","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Glb8pNhsct7k","colab_type":"text"},"source":[""]}]}