neural-audio-fp.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"neural-audio-fp.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1WeN6S_y5zPI-pA499GBWfeUVt2wMnPt6","authorship_tag":"ABX9TyPOkMEclod/wH4ozcvJ3ERc"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lPJQvU-6srq1","executionInfo":{"status":"ok","timestamp":1626106550696,"user_tz":-180,"elapsed":3292,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"0104dcc0-b090-472a-d5ea-1a32d2eb8520"},"source":["!git clone https://github.com/mimbres/neural-audio-fp.git"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Cloning into 'neural-audio-fp'...\n","remote: Enumerating objects: 377, done.\u001b[K\n","remote: Counting objects: 100% (377/377), done.\u001b[K\n","remote: Compressing objects: 100% (288/288), done.\u001b[K\n","remote: Total 377 (delta 110), reused 216 (delta 59), pack-reused 0\u001b[K\n","Receiving objects: 100% (377/377), 12.15 MiB | 18.63 MiB/s, done.\n","Resolving deltas: 100% (110/110), done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lT2xjnqXuhMk","executionInfo":{"status":"ok","timestamp":1626106623703,"user_tz":-180,"elapsed":2400,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"bbce241e-b2e2-41dd-b156-caa9b813bb0a"},"source":["%%bash\n","\n","cd neural-audio-fp\n","echo '{\"username\":\"\",\"key\":\"\"}' > kaggle.json\n","pip install --user kaggle\n","cp kaggle.json /root/.kaggle/ && chmod 600 /root/.kaggle/kaggle.json"],"execution_count":4,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)\n","Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)\n","Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)\n","Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2021.5.30)\n","Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)\n","Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (5.0.2)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.41.1)\n","Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.1)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)\n","Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6xt6qts957o1","executionInfo":{"status":"ok","timestamp":1626106747828,"user_tz":-180,"elapsed":119384,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"345a0d07-c9e5-405e-ef34-a228b4856a02"},"source":["!kaggle datasets download -d mimbres/neural-audio-fingerprint"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Downloading neural-audio-fingerprint.zip to /content\n","100% 9.82G/9.84G [01:58<00:00, 84.3MB/s]\n","100% 9.84G/9.84G [01:58<00:00, 89.2MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mC9TVPtx6wNZ","executionInfo":{"status":"ok","timestamp":1626106966075,"user_tz":-180,"elapsed":154104,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}}},"source":["!unzip -qq neural-audio-fingerprint.zip"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mnboL7PeiCK_","executionInfo":{"status":"ok","timestamp":1626107068223,"user_tz":-180,"elapsed":4050,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"4a010776-4a92-4fdf-c4fd-e9264d45948a"},"source":["!pip install PyDrive"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: PyDrive in /usr/local/lib/python3.7/dist-packages (1.3.1)\n","Requirement already satisfied: google-api-python-client>=1.2 in /usr/local/lib/python3.7/dist-packages (from PyDrive) (1.12.8)\n","Requirement already satisfied: oauth2client>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from PyDrive) (4.1.3)\n","Requirement already satisfied: PyYAML>=3.0 in /usr/local/lib/python3.7/dist-packages (from PyDrive) (3.13)\n","Requirement already satisfied: six<2dev,>=1.13.0 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (1.15.0)\n","Requirement already satisfied: google-auth-httplib2>=0.0.3 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (0.0.4)\n","Requirement already satisfied: google-api-core<2dev,>=1.21.0 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (1.26.3)\n","Requirement already satisfied: google-auth>=1.16.0 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (1.32.1)\n","Requirement already satisfied: uritemplate<4dev,>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (3.0.1)\n","Requirement already satisfied: httplib2<1dev,>=0.15.0 in /usr/local/lib/python3.7/dist-packages (from google-api-python-client>=1.2->PyDrive) (0.17.4)\n","Requirement already satisfied: pyasn1>=0.1.7 in /usr/local/lib/python3.7/dist-packages (from oauth2client>=4.0.0->PyDrive) (0.4.8)\n","Requirement already satisfied: pyasn1-modules>=0.0.5 in /usr/local/lib/python3.7/dist-packages (from oauth2client>=4.0.0->PyDrive) (0.2.8)\n","Requirement already satisfied: rsa>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from oauth2client>=4.0.0->PyDrive) (4.7.2)\n","Requirement already satisfied: protobuf>=3.12.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (3.17.3)\n","Requirement already satisfied: pytz in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (2018.9)\n","Requirement already satisfied: setuptools>=40.3.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (57.0.0)\n","Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (2.23.0)\n","Requirement already satisfied: packaging>=14.3 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (20.9)\n","Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (1.53.0)\n","Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth>=1.16.0->google-api-python-client>=1.2->PyDrive) (4.2.2)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (3.0.4)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (1.24.3)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (2021.5.30)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (2.10)\n","Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=14.3->google-api-core<2dev,>=1.21.0->google-api-python-client>=1.2->PyDrive) (2.4.7)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3pxAAnlLjJy0","executionInfo":{"status":"ok","timestamp":1626107841774,"user_tz":-180,"elapsed":1060,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"63c20145-6775-42ec-97ee-94b13524791a"},"source":["!mkdir neural-audio-fp/logs\n","!mkdir neural-audio-fp/logs/checkpoint\n","!mkdir neural-audio-fp/logs/checkpoint/640_lamb"],"execution_count":23,"outputs":[{"output_type":"stream","text":["mkdir: cannot create directory ‘neural-audio-fp/logs’: File exists\n","mkdir: cannot create directory ‘neural-audio-fp/logs/checkpoint’: File exists\n","mkdir: cannot create directory ‘neural-audio-fp/logs/checkpoint/640_lamb’: File exists\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"3Et41LpkiMP4","executionInfo":{"status":"ok","timestamp":1626107470993,"user_tz":-180,"elapsed":261,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}}},"source":["from pydrive.auth import GoogleAuth\n","from pydrive.drive import GoogleDrive\n","from google.colab import auth\n","from oauth2client.client import GoogleCredentials\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)"],"execution_count":12,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W9qdMAsdiTPG","executionInfo":{"status":"ok","timestamp":1626108952834,"user_tz":-180,"elapsed":17383,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"118c14ed-b8bf-4859-9f07-a029a0235956"},"source":["files = {\"neural-audio-fp/logs/checkpoint/640_lamb/checkpoint\": \"1GQD9NDluhKE-IdnuoDRC9sR_0S3RArjh\", \n","         \"neural-audio-fp/logs/checkpoint/640_lamb/ckpt-101.data-00000-of-00001\": \"1wUxY9hIQpGd1ErR7ZisZj6EkJprke2RT\",\n","         \"neural-audio-fp/logs/checkpoint/640_lamb/ckpt-101.index\": \"12upVUIngyU7Wo78lu2Deouzd8GkFqy-1\",\n","         \"neural-audio-fp/config/640_lamb.yaml\": \"1r5UeUkc9iOw4oIOURRBXvu769ygAPTKh\"}\n","for name in files:\n","  print(name)\n","  open(name, \"w\").close()\n","  google_file = drive.CreateFile({'id':files[name]})\n","  google_file.GetContentFile(name)\n"],"execution_count":49,"outputs":[{"output_type":"stream","text":["neural-audio-fp/logs/checkpoint/640_lamb/checkpoint\n","neural-audio-fp/logs/checkpoint/640_lamb/ckpt-101.data-00000-of-00001\n","neural-audio-fp/logs/checkpoint/640_lamb/ckpt-101.index\n","neural-audio-fp/config/640_lamb.yaml\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"LIdazcyLrO_1"},"source":["files = {\"neural-audio-fp/logs/checkpoint/2_test/checkpoint\": \"1GQD9NDluhKE-IdnuoDRC9sR_0S3RArjh\", \n","         \"neural-audio-fp/logs/checkpoint/2_test/ckpt-101.data-00000-of-00001\": \"1mmT3qf1DLtxQg-oChQzML1RF9I8MLq5R\",\n","         \"neural-audio-fp/logs/checkpoint/2_test/ckpt-2.index\": \"1h_ko5A7sjqbi6EkfiEjqJp1Dwi8xRM\"}\n","for name in files:\n","  print(name)\n","  open(name, \"w\").close()\n","  google_file = drive.CreateFile({'id':files[name]})\n","  google_file.GetContentFile(name)\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"i8oGsGZJS3oU","executionInfo":{"status":"ok","timestamp":1626110191917,"user_tz":-180,"elapsed":4844,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"f3cd55a0-78ea-437a-ad7d-cdf84c273023"},"source":["%%shell\n","cd neural-audio-fp\n","pip install -r requirements.txt"],"execution_count":56,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: tensorflow~=2.2.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (2.2.3)\n","Requirement already satisfied: faiss-gpu==1.6.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (1.6.5)\n","Requirement already satisfied: kapre==0.3.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (0.3.5)\n","Requirement already satisfied: librosa in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (0.8.1)\n","Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (7.1.2)\n","Requirement already satisfied: pyyaml==5.4.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (5.4.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (1.19.5)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (3.2.2)\n","Requirement already satisfied: wavio in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (0.0.4)\n","Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.2.0->-r requirements.txt (line 1)) (1.12.1)\n","Requirement already 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(from tensorflow~=2.2.0->-r requirements.txt (line 1)) (3.17.3)\n","Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /usr/local/lib/python3.7/dist-packages (from tensorflow~=2.2.0->-r requirements.txt (line 1)) (0.36.2)\n","Requirement already satisfied: pooch>=1.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (1.4.0)\n","Requirement already satisfied: joblib>=0.14 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (1.0.1)\n","Requirement already satisfied: numba>=0.43.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (0.51.2)\n","Requirement already satisfied: audioread>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (2.1.9)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (20.9)\n","Requirement already satisfied: resampy>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (0.2.2)\n","Requirement already satisfied: decorator>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (4.4.2)\n","Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (0.22.2.post1)\n","Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (1.4.1)\n","Requirement already satisfied: soundfile>=0.10.2 in /usr/local/lib/python3.7/dist-packages (from librosa->-r requirements.txt (line 4)) (0.10.3.post1)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements.txt (line 8)) (1.3.1)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements.txt 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(line 4)) (0.34.0)\n","Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.7/dist-packages (from soundfile>=0.10.2->librosa->-r requirements.txt (line 4)) (1.14.5)\n","Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (4.6.0)\n","Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (1.3.0)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (1.24.3)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from 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cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (4.2.2)\n","Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.0->soundfile>=0.10.2->librosa->-r requirements.txt (line 4)) (2.20)\n","Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (3.4.1)\n","Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (3.7.4.3)\n","Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (3.1.1)\n","Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard<2.3.0,>=2.2.0->tensorflow~=2.2.0->-r requirements.txt (line 1)) (0.4.8)\n","Requirement already satisfied: faiss-gpu in /usr/local/lib/python3.7/dist-packages (1.6.5)\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":56}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-TizQ344smXm","executionInfo":{"status":"ok","timestamp":1626109859665,"user_tz":-180,"elapsed":7501,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"1d886080-e5af-47c9-bdc1-21a07d42cafd"},"source":["%%shell\n","cd neural-audio-fp\n","python run.py train 640_lamb -c 640_lamb"],"execution_count":53,"outputs":[{"output_type":"stream","text":["cli: Configuration from ./config/640_lamb.yaml\n","\u001b[36mDIR:\n","    SOURCE_ROOT_DIR: ../neural-audio-fp-dataset/music/\n","    BG_ROOT_DIR: ../neural-audio-fp-dataset/aug/bg/\n","    IR_ROOT_DIR: ../neural-audio-fp-dataset/aug/ir/\n","    SPEECH_ROOT_DIR: ../neural-audio-fp-dataset/aug/speech/common_voice_8k/en/\n","    OUTPUT_ROOT_DIR: ./logs/emb/\n","    LOG_ROOT_DIR: ./logs/\n","DATA_SEL:\n","    TRAIN: 10k_icassp\n","    TEST_DUMMY_DB: 10k_full\n","    TEST_QUERY_DB: unseen_icassp\n","    REDUCE_ITEMS_P: 0\n","MODEL:\n","    FEAT: melspec\n","    FS: 8000\n","    DUR: 1.0\n","    HOP: 0.5\n","    STFT_WIN: 1024\n","    STFT_HOP: 256\n","    F_MIN: 300.0\n","    F_MAX: 4000.0\n","    N_MELS: 256\n","    EMB_SZ: 128\n","    BN: layer_norm2d\n","BSZ:\n","    TR_BATCH_SZ: 640\n","    TR_N_ANCHOR: 320\n","    VAL_BATCH_SZ: 120\n","    VAL_N_ANCHOR: 60\n","    TS_BATCH_SZ: 125\n","TRAIN:\n","    MAX_EPOCH: 100\n","    OPTIMIZER: LAMB\n","    LR: 1e-4\n","    LR_SCHEDULE: cos\n","    CHECKPOINT_KEEP_N_HOUR: 1\n","    TENSORBOARD: true\n","    SAVE_IMG: false\n","    MINI_TEST_IN_TRAIN: true\n","LOSS:\n","    LOSS_MODE: NTxent\n","    TAU: 0.05\n","TD_AUG:\n","    TR_SNR:\n","    - 0\n","    - 10\n","    TS_SNR:\n","    - 0\n","    - 10\n","    VAL_SNR:\n","    - 0\n","    - 10\n","    TR_SPEECH_AUG: false\n","    TS_SPEECH_AUG: false\n","    VAL_SPEECH_AUG: false\n","    TR_BG_AUG: true\n","    TS_BG_AUG: true\n","    VAL_BG_AUG: true\n","    TR_IR_AUG: true\n","    TS_IR_AUG: true\n","    VAL_IR_AUG: true\n","SPEC_AUG:\n","    SPECAUG_CHAIN:\n","    - cutout\n","    - horizontal\n","    SPECAUG_PROBS: 1.0\n","    SPECAUG_N_HOLES: 1\n","    SPECAUG_HOLE_FILL: zeros\n","DEVICE:\n","    CPU_N_WORKERS: 8\n","    CPU_MAX_QUEUE: 20\n","\u001b[0m\n","2021-07-12 17:10:54.788378: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1\n","2021-07-12 17:10:54.813955: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:54.814580: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:10:54.814902: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:10:54.816635: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:10:54.818387: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:10:54.818761: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:10:54.820734: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:10:54.822200: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:10:54.826788: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:10:54.826919: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:54.827901: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:54.828534: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:10:54.828879: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n","2021-07-12 17:10:54.834259: I tensorflow/core/platform/profile_utils/cpu_utils.cc:102] CPU Frequency: 2199995000 Hz\n","2021-07-12 17:10:54.834526: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55e77f92ae00 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:10:54.834558: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n","2021-07-12 17:10:55.075953: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.076956: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55e77f92ac40 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:10:55.076987: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n","2021-07-12 17:10:55.077201: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.077776: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:10:55.077862: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:10:55.077894: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:10:55.077921: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:10:55.077947: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:10:55.077969: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:10:55.077993: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:10:55.078018: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:10:55.078103: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.078714: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.079218: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:10:55.079292: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:10:55.080659: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] Device interconnect StreamExecutor with strength 1 edge matrix:\n","2021-07-12 17:10:55.080686: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1108]      0 \n","2021-07-12 17:10:55.080703: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1121] 0:   N \n","2021-07-12 17:10:55.080861: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.081550: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:10:55.082276: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:39] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n","2021-07-12 17:10:55.082331: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1247] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15064 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0)\n","---Restoring from ./logs/checkpoint/640_lamb/ckpt-101---\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer.beta_1\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer.beta_2\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer.decay\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer.weight_decay_rate\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.conv2d_1x3.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.conv2d_1x3.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.conv2d_3x1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.conv2d_3x1.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_1x3.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_1x3.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_1x3.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_3x1.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_3x1.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-0.BN_3x1.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.conv2d_1x3.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.conv2d_1x3.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.conv2d_3x1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.conv2d_3x1.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_1x3.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_1x3.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_1x3.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_3x1.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_3x1.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-1.BN_3x1.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.conv2d_1x3.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.conv2d_1x3.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.conv2d_3x1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.conv2d_3x1.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_1x3.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_1x3.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_1x3.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_3x1.axis\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_3x1.gamma\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-2.BN_3x1.beta\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-3.conv2d_1x3.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-3.conv2d_1x3.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-3.conv2d_3x1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).model.front_conv.layer_with_weights-3.conv2d_3x1.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: 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(root).model.div_enc.split_fc_layers.102.layer_with_weights-0.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for (root).model.div_enc.split_fc_layers.102.layer_with_weights-1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for (root).model.div_enc.split_fc_layers.102.layer_with_weights-1.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for (root).model.div_enc.split_fc_layers.103.layer_with_weights-0.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for (root).model.div_enc.split_fc_layers.103.layer_with_weights-0.bias\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for (root).model.div_enc.split_fc_layers.103.layer_with_weights-1.kernel\n","WARNING:tensorflow:Unresolved object in checkpoint: (root).optimizer's state 'v' for 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(root).model.div_enc.split_fc_layers.127.layer_with_weights-1.bias\n","WARNING:tensorflow:A checkpoint was restored (e.g. tf.train.Checkpoint.restore or tf.keras.Model.load_weights) but not all checkpointed values were used. See above for specific issues. Use expect_partial() on the load status object, e.g. tf.train.Checkpoint.restore(...).expect_partial(), to silence these warnings, or use assert_consumed() to make the check explicit. See https://www.tensorflow.org/guide/checkpoint#loading_mechanics for details.\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NmQJiAUQs2vh","outputId":"d30f7931-52f9-4388-8a64-627b5d692b5d"},"source":["%%shell\n","cd neural-audio-fp\n","python run.py generate 640_lamb -c 640_lamb"],"execution_count":null,"outputs":[{"output_type":"stream","text":["cli: Configuration from ./config/640_lamb.yaml\n","2021-07-12 17:17:52.785741: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1\n","2021-07-12 17:17:52.800175: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:52.800785: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:17:52.801082: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:17:52.802869: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:17:52.804709: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:17:52.805036: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:17:52.806968: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:17:52.807921: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:17:52.811855: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:17:52.811977: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:52.812585: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:52.813112: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:17:53.095436: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n","2021-07-12 17:17:53.099644: I tensorflow/core/platform/profile_utils/cpu_utils.cc:102] CPU Frequency: 2199995000 Hz\n","2021-07-12 17:17:53.099837: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x56332559d180 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:17:53.099868: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n","2021-07-12 17:17:53.316304: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.317296: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x56332559d340 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:17:53.317327: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n","2021-07-12 17:17:53.317554: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.318117: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:17:53.318189: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:17:53.318217: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:17:53.318242: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:17:53.318264: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:17:53.318284: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:17:53.318303: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:17:53.318324: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:17:53.318399: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.319039: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.319569: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:17:53.319652: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:17:53.320932: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] Device interconnect StreamExecutor with strength 1 edge matrix:\n","2021-07-12 17:17:53.320961: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1108]      0 \n","2021-07-12 17:17:53.320976: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1121] 0:   N \n","2021-07-12 17:17:53.321113: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.321717: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:17:53.322267: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1247] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15064 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0)\n","\u001b[1;32mArugment 'checkpoint_index' was not specified.\u001b[0m\n","\u001b[1;32mSearching for the latest checkpoint...\u001b[0m\n","---Restored from ./logs/checkpoint//640_lamb/ckpt-101---\n","\u001b[1;32mData source: dict_keys(['dummy_db', 'query', 'db'])\u001b[0m unseen_icassp\n","./logs/emb//640_lamb/101//dummy_db.mm exists. Will you overwrite (y/N)?y\n","=== Generating fingerprint from \u001b[1;32m'dummy_db'\u001b[0m bsz=125, 581875 items, d=128 ===\n","WARNING:tensorflow:multiprocessing can interact badly with TensorFlow, causing nondeterministic deadlocks. For high performance data pipelines tf.data is recommended.\n","   0/4655 [..............................] - ETA: 0s2021-07-12 17:18:09.213304: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:18:09.384750: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:18:09.527405: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n"," 586/4655 [==>...........................] - ETA: 10:57"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"X7EV1Nek3U16","executionInfo":{"status":"error","timestamp":1626109850082,"user_tz":-180,"elapsed":177639,"user":{"displayName":"Mikhail Samin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiyLd7icu0XSJbIcLXp0TAwP3sPpRk4-DapSxfhzQ=s64","userId":"11196347642715644670"}},"outputId":"0f4d8aed-5d7b-4da5-d49d-ae4c67e21340"},"source":["%%shell\n","cd neural-audio-fp\n","python run.py train TEST -c 640_lamb"],"execution_count":52,"outputs":[{"output_type":"stream","text":["cli: Configuration from ./config/640_lamb.yaml\n","\u001b[36mDIR:\n","    SOURCE_ROOT_DIR: ../neural-audio-fp-dataset/music/\n","    BG_ROOT_DIR: ../neural-audio-fp-dataset/aug/bg/\n","    IR_ROOT_DIR: ../neural-audio-fp-dataset/aug/ir/\n","    SPEECH_ROOT_DIR: ../neural-audio-fp-dataset/aug/speech/common_voice_8k/en/\n","    OUTPUT_ROOT_DIR: ./logs/emb/\n","    LOG_ROOT_DIR: ./logs/\n","DATA_SEL:\n","    TRAIN: 10k_icassp\n","    TEST_DUMMY_DB: 10k_full\n","    TEST_QUERY_DB: unseen_icassp\n","    REDUCE_ITEMS_P: 0\n","MODEL:\n","    FEAT: melspec\n","    FS: 8000\n","    DUR: 1.0\n","    HOP: 0.5\n","    STFT_WIN: 1024\n","    STFT_HOP: 256\n","    F_MIN: 300.0\n","    F_MAX: 4000.0\n","    N_MELS: 256\n","    EMB_SZ: 128\n","    BN: layer_norm2d\n","BSZ:\n","    TR_BATCH_SZ: 640\n","    TR_N_ANCHOR: 320\n","    VAL_BATCH_SZ: 120\n","    VAL_N_ANCHOR: 60\n","    TS_BATCH_SZ: 125\n","TRAIN:\n","    MAX_EPOCH: 100\n","    OPTIMIZER: LAMB\n","    LR: 1e-4\n","    LR_SCHEDULE: cos\n","    CHECKPOINT_KEEP_N_HOUR: 1\n","    TENSORBOARD: true\n","    SAVE_IMG: false\n","    MINI_TEST_IN_TRAIN: true\n","LOSS:\n","    LOSS_MODE: NTxent\n","    TAU: 0.05\n","TD_AUG:\n","    TR_SNR:\n","    - 0\n","    - 10\n","    TS_SNR:\n","    - 0\n","    - 10\n","    VAL_SNR:\n","    - 0\n","    - 10\n","    TR_SPEECH_AUG: false\n","    TS_SPEECH_AUG: false\n","    VAL_SPEECH_AUG: false\n","    TR_BG_AUG: true\n","    TS_BG_AUG: true\n","    VAL_BG_AUG: true\n","    TR_IR_AUG: true\n","    TS_IR_AUG: true\n","    VAL_IR_AUG: true\n","SPEC_AUG:\n","    SPECAUG_CHAIN:\n","    - cutout\n","    - horizontal\n","    SPECAUG_PROBS: 1.0\n","    SPECAUG_N_HOLES: 1\n","    SPECAUG_HOLE_FILL: zeros\n","DEVICE:\n","    CPU_N_WORKERS: 8\n","    CPU_MAX_QUEUE: 20\n","\u001b[0m\n","2021-07-12 17:07:54.815968: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1\n","2021-07-12 17:07:54.830331: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:54.831035: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:07:54.831411: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:07:54.833129: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:07:54.834991: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:07:54.835371: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:07:54.837709: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:07:54.838881: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:07:54.842708: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:07:54.842834: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:54.843430: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:54.843950: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:07:54.844250: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n","2021-07-12 17:07:54.849241: I tensorflow/core/platform/profile_utils/cpu_utils.cc:102] CPU Frequency: 2199995000 Hz\n","2021-07-12 17:07:54.849432: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x563af4faee00 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:07:54.849461: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version\n","2021-07-12 17:07:55.076522: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.077364: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x563af4faec40 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n","2021-07-12 17:07:55.077398: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Tesla P100-PCIE-16GB, Compute Capability 6.0\n","2021-07-12 17:07:55.077630: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.078197: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties: \n","pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n","coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n","2021-07-12 17:07:55.078272: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:07:55.078300: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:07:55.078325: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:07:55.078347: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10\n","2021-07-12 17:07:55.078368: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10\n","2021-07-12 17:07:55.078388: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10\n","2021-07-12 17:07:55.078410: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","2021-07-12 17:07:55.078502: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.079123: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.079748: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1703] Adding visible gpu devices: 0\n","2021-07-12 17:07:55.079821: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.1\n","2021-07-12 17:07:55.081287: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] Device interconnect StreamExecutor with strength 1 edge matrix:\n","2021-07-12 17:07:55.081315: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1108]      0 \n","2021-07-12 17:07:55.081327: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1121] 0:   N \n","2021-07-12 17:07:55.081453: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.082269: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n","2021-07-12 17:07:55.082808: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:39] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n","2021-07-12 17:07:55.082851: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1247] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15064 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0)\n","-----------Initializing from scratch-----------\n","EPOCH: 1/100\n","WARNING:tensorflow:multiprocessing can interact badly with TensorFlow, causing nondeterministic deadlocks. For high performance data pipelines tf.data is recommended.\n","2021-07-12 17:09:10.591624: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 692 in the outer inference context.\n","2021-07-12 17:09:10.591734: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 680 in the outer inference context.\n","2021-07-12 17:09:10.591784: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 668 in the outer inference context.\n","2021-07-12 17:09:10.591829: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 656 in the outer inference context.\n","2021-07-12 17:09:10.591874: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 644 in the outer inference context.\n","2021-07-12 17:09:10.591917: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 632 in the outer inference context.\n","2021-07-12 17:09:10.591960: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 620 in the outer inference context.\n","2021-07-12 17:09:10.592003: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 608 in the outer inference context.\n","2021-07-12 17:09:10.592052: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 596 in the outer inference context.\n","2021-07-12 17:09:10.592096: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 584 in the outer inference context.\n","2021-07-12 17:09:10.592139: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 572 in the outer inference context.\n","2021-07-12 17:09:10.592181: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 560 in the outer inference context.\n","2021-07-12 17:09:10.592223: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 548 in the outer inference context.\n","2021-07-12 17:09:10.592267: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 536 in the outer inference context.\n","2021-07-12 17:09:10.592310: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 524 in the outer inference context.\n","2021-07-12 17:09:10.593040: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 704 in the outer inference context.\n","2021-07-12 17:09:30.294294: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 680 in the outer inference context.\n","2021-07-12 17:09:30.294395: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 668 in the outer inference context.\n","2021-07-12 17:09:30.294441: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 656 in the outer inference context.\n","2021-07-12 17:09:30.294497: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 644 in the outer inference context.\n","2021-07-12 17:09:30.294536: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 632 in the outer inference context.\n","2021-07-12 17:09:30.294576: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 620 in the outer inference context.\n","2021-07-12 17:09:30.294624: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 608 in the outer inference context.\n","2021-07-12 17:09:30.294664: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 596 in the outer inference context.\n","2021-07-12 17:09:30.294702: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 584 in the outer inference context.\n","2021-07-12 17:09:30.294741: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 572 in the outer inference context.\n","2021-07-12 17:09:30.294780: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 560 in the outer inference context.\n","2021-07-12 17:09:30.294817: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 548 in the outer inference context.\n","2021-07-12 17:09:30.294855: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 536 in the outer inference context.\n","2021-07-12 17:09:30.294892: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 524 in the outer inference context.\n","2021-07-12 17:09:30.295859: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 692 in the outer inference context.\n","2021-07-12 17:09:30.296170: W tensorflow/core/common_runtime/shape_refiner.cc:88] Function instantiation has undefined input shape at index: 704 in the outer inference context.\n","2021-07-12 17:09:57.303563: W tensorflow/core/grappler/optimizers/loop_optimizer.cc:906] Skipping loop optimization for Merge node with control input: spec_aug_chainer/StatefulPartitionedCall/sequential/spec_n_cutout_1/StatefulPartitionedCall/cond/branch_executed/_4844\n","2021-07-12 17:10:11.224315: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10\n","2021-07-12 17:10:12.037277: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10\n","2021-07-12 17:10:12.487159: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7\n","  19/1818 [..............................] - ETA: 4:18:01 - tr loss: 12.4999Process Keras_worker_ForkPoolWorker-7:\n","Process Keras_worker_ForkPoolWorker-3:\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 288, in __getitem__\n","    Xp_ir_batch = self.__ir_batch_load(index_ir_for_batch)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 472, in __ir_batch_load\n","    X_ir_batch = np.concatenate((X_ir_batch, X), axis=0)\n","KeyboardInterrupt\n","Process Keras_worker_ForkPoolWorker-2:\n","Process Keras_worker_ForkPoolWorker-6:\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 291, in __getitem__\n","    Xp_batch = ir_aug_batch(Xp_batch, Xp_ir_batch)\n","  File \"/content/neural-audio-fp/model/utils/audio_utils.py\", line 128, in ir_aug_batch\n","    X_ir = np.fft.fft(x_ir, n=fftLength)\n","  File \"<__array_function__ internals>\", line 6, in fft\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/fft/_pocketfft.py\", line 185, in fft\n","    output = _raw_fft(a, n, axis, False, True, inv_norm)\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/fft/_pocketfft.py\", line 74, in _raw_fft\n","    r = pfi.execute(a, is_real, is_forward, fct)\n","KeyboardInterrupt\n","Process Keras_worker_ForkPoolWorker-5:\n","Process Keras_worker_ForkPoolWorker-8:\n","Process Keras_worker_ForkPoolWorker-1:\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 254, in __getitem__\n","    Xp_bg_batch = self.__bg_batch_load(index_bg_for_batch)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 416, in __bg_batch_load\n","    X_bg_batch = np.concatenate((X_bg_batch, X), axis=0)\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","KeyboardInterrupt\n","Process Keras_worker_ForkPoolWorker-4:\n","Traceback (most recent call last):\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 220, in __getitem__\n","    Xa_batch, Xp_batch = self.__event_batch_load(index_anchor_for_batch)\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 387, in __event_batch_load\n","    (1, -1))))  # Xa_batch: (n_anchor, T)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 220, in __getitem__\n","    Xa_batch, Xp_batch = self.__event_batch_load(index_anchor_for_batch)\n","  File \"<__array_function__ internals>\", line 6, in vstack\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 387, in __event_batch_load\n","    (1, -1))))  # Xa_batch: (n_anchor, T)\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/core/shape_base.py\", line 283, in vstack\n","    return _nx.concatenate(arrs, 0)\n","  File \"<__array_function__ internals>\", line 6, in vstack\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/core/shape_base.py\", line 283, in vstack\n","    return _nx.concatenate(arrs, 0)\n","KeyboardInterrupt\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","KeyboardInterrupt\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 254, in __getitem__\n","    Xp_bg_batch = self.__bg_batch_load(index_bg_for_batch)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 416, in __bg_batch_load\n","    X_bg_batch = np.concatenate((X_bg_batch, X), axis=0)\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","KeyboardInterrupt\n","Traceback (most recent call last):\n","Traceback (most recent call last):\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 220, in __getitem__\n","    Xa_batch, Xp_batch = self.__event_batch_load(index_anchor_for_batch)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 389, in __event_batch_load\n","    (Xp_batch, xs[1:, :]))  # Xp_batch: (n_pos, T)\n","  File \"<__array_function__ internals>\", line 6, in vstack\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 297, in _bootstrap\n","    self.run()\n","  File \"/usr/lib/python3.7/multiprocessing/process.py\", line 99, in run\n","    self._target(*self._args, **self._kwargs)\n","  File \"/usr/lib/python3.7/multiprocessing/pool.py\", line 121, in worker\n","    result = (True, func(*args, **kwds))\n","  File \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/utils/data_utils.py\", line 662, in get_index\n","    return _SHARED_SEQUENCES[uid][i]\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 220, in __getitem__\n","    Xa_batch, Xp_batch = self.__event_batch_load(index_anchor_for_batch)\n","  File \"/content/neural-audio-fp/model/utils/dataloader_keras.py\", line 389, in __event_batch_load\n","    (Xp_batch, xs[1:, :]))  # Xp_batch: (n_pos, T)\n","  File \"<__array_function__ internals>\", line 6, in vstack\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/core/shape_base.py\", line 283, in vstack\n","    return _nx.concatenate(arrs, 0)\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","KeyboardInterrupt\n","  File \"/usr/local/lib/python3.7/dist-packages/numpy/core/shape_base.py\", line 283, in vstack\n","    return _nx.concatenate(arrs, 0)\n","  File \"<__array_function__ internals>\", line 6, in concatenate\n","KeyboardInterrupt\n","\n","Aborted!\n"],"name":"stdout"},{"output_type":"error","ename":"CalledProcessError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mCalledProcessError\u001b[0m                        Traceback (most recent call last)","\u001b[0;32m<ipython-input-52-e3a1d6cc9137>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_cell_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'shell'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'cd neural-audio-fp\\npython run.py train TEST -c 640_lamb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mrun_cell_magic\u001b[0;34m(self, magic_name, line, cell)\u001b[0m\n\u001b[1;32m   2115\u001b[0m             \u001b[0mmagic_arg_s\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvar_expand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstack_depth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2116\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuiltin_trap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2117\u001b[0;31m                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmagic_arg_s\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcell\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   2118\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2119\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_system_commands.py\u001b[0m in \u001b[0;36m_shell_cell_magic\u001b[0;34m(args, cmd)\u001b[0m\n\u001b[1;32m    111\u001b[0m   \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_run_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclear_streamed_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    112\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mparsed_args\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mignore_errors\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 113\u001b[0;31m     \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_returncode\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    114\u001b[0m   \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/_system_commands.py\u001b[0m in \u001b[0;36mcheck_returncode\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    137\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreturncode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    138\u001b[0m       raise subprocess.CalledProcessError(\n\u001b[0;32m--> 139\u001b[0;31m           returncode=self.returncode, cmd=self.args, output=self.output)\n\u001b[0m\u001b[1;32m    140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    141\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_repr_pretty_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcycle\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# pylint:disable=unused-argument\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mCalledProcessError\u001b[0m: Command 'cd neural-audio-fp\npython run.py train TEST -c 640_lamb' returned non-zero exit status 1."]}]}]}