{"cells":[{"cell_type":"markdown","source":["Because our Hallucinator is implemented by Tensorflow 1.15, we need to install python 3.6 first. GPU is not required in this notebook but we recommend to have one."],"metadata":{"id":"M1i-crl3Pr3o"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"NZuh4QxCyBVi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691780902209,"user_tz":420,"elapsed":17166,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"21ac26bb-4839-4915-cbe9-e5313135e091"},"outputs":[{"output_type":"stream","name":"stdout","text":["PREFIX=/usr/local\n","installing: python-3.6.5-hc3d631a_2 ...\n","installing: ca-certificates-2018.03.07-0 ...\n","installing: conda-env-2.6.0-h36134e3_1 ...\n","installing: libgcc-ng-7.2.0-hdf63c60_3 ...\n","installing: libstdcxx-ng-7.2.0-hdf63c60_3 ...\n","installing: libffi-3.2.1-hd88cf55_4 ...\n","installing: ncurses-6.1-hf484d3e_0 ...\n","installing: openssl-1.0.2o-h20670df_0 ...\n","installing: tk-8.6.7-hc745277_3 ...\n","installing: xz-5.2.4-h14c3975_4 ...\n","installing: yaml-0.1.7-had09818_2 ...\n","installing: zlib-1.2.11-ha838bed_2 ...\n","installing: libedit-3.1.20170329-h6b74fdf_2 ...\n","installing: readline-7.0-ha6073c6_4 ...\n","installing: sqlite-3.23.1-he433501_0 ...\n","installing: asn1crypto-0.24.0-py36_0 ...\n","installing: certifi-2018.4.16-py36_0 ...\n","installing: chardet-3.0.4-py36h0f667ec_1 ...\n","installing: idna-2.6-py36h82fb2a8_1 ...\n","installing: pycosat-0.6.3-py36h0a5515d_0 ...\n","installing: pycparser-2.18-py36hf9f622e_1 ...\n","installing: pysocks-1.6.8-py36_0 ...\n","installing: ruamel_yaml-0.15.37-py36h14c3975_2 ...\n","installing: six-1.11.0-py36h372c433_1 ...\n","installing: cffi-1.11.5-py36h9745a5d_0 ...\n","installing: setuptools-39.2.0-py36_0 ...\n","installing: cryptography-2.2.2-py36h14c3975_0 ...\n","installing: wheel-0.31.1-py36_0 ...\n","installing: pip-10.0.1-py36_0 ...\n","installing: pyopenssl-18.0.0-py36_0 ...\n","installing: urllib3-1.22-py36hbe7ace6_0 ...\n","installing: requests-2.18.4-py36he2e5f8d_1 ...\n","installing: conda-4.5.4-py36_0 ...\n","installation finished.\n","WARNING:\n","    You currently have a PYTHONPATH environment variable set. This may cause\n","    unexpected behavior when running the Python interpreter in Miniconda3.\n","    For best results, please verify that your PYTHONPATH only points to\n","    directories of packages that are compatible with the Python interpreter\n","    in Miniconda3: /usr/local\n"]},{"output_type":"stream","name":"stderr","text":["--2023-08-11 19:08:04--  https://repo.continuum.io/miniconda/Miniconda3-4.5.4-Linux-x86_64.sh\n","Resolving repo.continuum.io (repo.continuum.io)... 104.18.201.79, 104.18.200.79, 2606:4700::6812:c94f, ...\n","Connecting to repo.continuum.io (repo.continuum.io)|104.18.201.79|:443... connected.\n","HTTP request sent, awaiting response... 301 Moved Permanently\n","Location: https://repo.anaconda.com/miniconda/Miniconda3-4.5.4-Linux-x86_64.sh [following]\n","--2023-08-11 19:08:04--  https://repo.anaconda.com/miniconda/Miniconda3-4.5.4-Linux-x86_64.sh\n","Resolving repo.anaconda.com (repo.anaconda.com)... 104.16.131.3, 104.16.130.3, 2606:4700::6810:8203, ...\n","Connecting to repo.anaconda.com (repo.anaconda.com)|104.16.131.3|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 58468498 (56M) [application/x-sh]\n","Saving to: ‘Miniconda3-4.5.4-Linux-x86_64.sh’\n","\n","     0K .......... .......... .......... .......... ..........  0% 4.92M 11s\n","    50K .......... .......... .......... .......... ..........  0% 4.58M 12s\n","   100K .......... .......... .......... .......... ..........  0% 16.2M 9s\n","   150K .......... .......... .......... .......... ..........  0% 13.8M 8s\n","   200K .......... .......... .......... .......... ..........  0% 13.3M 7s\n","   250K .......... .......... .......... .......... ..........  0% 17.2M 6s\n","   300K .......... .......... .......... .......... ..........  0% 17.4M 6s\n","   350K .......... .......... .......... .......... ..........  0% 15.4M 6s\n","   400K .......... .......... .......... .......... ..........  0% 22.9M 5s\n","   450K .......... .......... 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10450K .......... .......... .......... .......... .......... 18%  256M 1s\n"," 10500K .......... .......... .......... .......... .......... 18%  180M 1s\n"," 10550K .......... .......... .......... .......... .......... 18%  219M 1s\n"," 10600K .......... .......... .......... .......... .......... 18%  234M 1s\n"," 10650K .......... .......... .......... .......... .......... 18%  242M 1s\n"," 10700K .......... .......... .......... .......... .......... 18%  255M 1s\n"," 10750K .......... .......... .......... .......... .......... 18%  197M 1s\n"," 10800K .......... .......... .......... .......... .......... 19%  252M 1s\n"," 10850K .......... .......... .......... .......... .......... 19%  226M 1s\n"," 10900K .......... .......... .......... .......... .......... 19%  249M 1s\n"," 10950K .......... .......... .......... .......... .......... 19%  218M 1s\n"," 11000K .......... .......... .......... .......... .......... 19%  248M 1s\n"," 11050K .......... .......... .......... .......... .......... 19%  255M 1s\n"," 11100K .......... .......... .......... .......... .......... 19%  239M 1s\n"," 11150K .......... .......... .......... .......... .......... 19%  205M 1s\n"," 11200K .......... .......... .......... .......... .......... 19%  245M 1s\n"," 11250K .......... .......... .......... .......... .......... 19%  247M 1s\n"," 11300K .......... .......... .......... .......... .......... 19%  246M 1s\n"," 11350K .......... .......... .......... .......... .......... 19%  220M 1s\n"," 11400K .......... .......... .......... .......... .......... 20%  161M 1s\n"," 11450K .......... .......... .......... .......... .......... 20%  292M 1s\n"," 11500K .......... .......... .......... .......... .......... 20%  301M 1s\n"," 11550K .......... .......... .......... .......... .......... 20%  117M 1s\n"," 11600K .......... .......... .......... .......... .......... 20%  246M 1s\n"," 11650K .......... .......... .......... .......... .......... 20%  231M 1s\n"," 11700K .......... .......... .......... .......... .......... 20%  256M 1s\n"," 11750K .......... .......... .......... .......... .......... 20%  213M 1s\n"," 11800K .......... .......... .......... .......... .......... 20%  196M 1s\n"," 11850K .......... .......... .......... .......... .......... 20%  222M 1s\n"," 11900K .......... .......... .......... .......... .......... 20%  230M 1s\n"," 11950K .......... .......... .......... .......... .......... 21%  184M 1s\n"," 12000K .......... .......... .......... .......... .......... 21%  153M 1s\n"," 12050K .......... .......... .......... .......... .......... 21%  238M 1s\n"," 12100K .......... .......... .......... .......... .......... 21%  254M 1s\n"," 12150K .......... .......... .......... .......... .......... 21%  211M 1s\n"," 12200K .......... .......... .......... .......... .......... 21%  245M 1s\n"," 12250K .......... .......... .......... .......... .......... 21%  250M 1s\n"," 12300K .......... .......... .......... .......... .......... 21%  241M 1s\n"," 12350K .......... .......... .......... .......... .......... 21%  212M 1s\n"," 12400K .......... .......... .......... .......... .......... 21%  221M 1s\n"," 12450K .......... .......... .......... .......... .......... 21%  243M 1s\n"," 12500K .......... .......... .......... .......... .......... 21%  267M 1s\n"," 12550K .......... .......... .......... .......... .......... 22%  225M 1s\n"," 12600K .......... .......... .......... .......... .......... 22%  238M 1s\n"," 12650K .......... .......... .......... .......... .......... 22%  236M 1s\n"," 12700K .......... .......... .......... .......... .......... 22%  201M 1s\n"," 12750K .......... .......... .......... .......... .......... 22%  136M 1s\n"," 12800K .......... .......... .......... .......... .......... 22%  246M 1s\n"," 12850K .......... .......... .......... .......... .......... 22%  218M 1s\n"," 12900K .......... .......... .......... .......... .......... 22%  239M 1s\n"," 12950K .......... .......... .......... .......... .......... 22%  222M 1s\n"," 13000K .......... .......... .......... .......... .......... 22%  251M 1s\n"," 13050K .......... .......... .......... .......... .......... 22%  259M 1s\n"," 13100K .......... .......... .......... .......... .......... 23%  240M 1s\n"," 13150K .......... .......... .......... .......... .......... 23%  200M 1s\n"," 13200K .......... .......... .......... .......... .......... 23%  260M 1s\n"," 13250K .......... .......... .......... .......... .......... 23%  249M 1s\n"," 13300K .......... .......... .......... .......... .......... 23%  255M 1s\n"," 13350K .......... .......... .......... .......... .......... 23%  215M 1s\n"," 13400K .......... .......... .......... .......... .......... 23%  243M 1s\n"," 13450K .......... .......... .......... .......... .......... 23%  231M 1s\n"," 13500K .......... .......... .......... .......... .......... 23%  354M 1s\n"," 13550K .......... .......... .......... .......... .......... 23%  367M 1s\n"," 13600K .......... .......... .......... .......... .......... 23%  426M 1s\n"," 13650K .......... .......... .......... .......... .......... 23%  151M 1s\n"," 13700K .......... .......... .......... .......... .......... 24%  151M 1s\n"," 13750K .......... .......... .......... .......... .......... 24%  206M 1s\n"," 13800K .......... .......... .......... .......... .......... 24%  135M 1s\n"," 13850K .......... .......... .......... .......... .......... 24%  147M 1s\n"," 13900K .......... .......... .......... .......... .......... 24%  124M 1s\n"," 13950K .......... .......... .......... .......... .......... 24%  150M 1s\n"," 14000K .......... .......... .......... .......... .......... 24%  243M 1s\n"," 14050K .......... .......... .......... .......... .......... 24%  243M 1s\n"," 14100K .......... .......... .......... .......... .......... 24%  191M 1s\n"," 14150K .......... .......... .......... .......... .......... 24%  179M 1s\n"," 14200K .......... .......... .......... .......... .......... 24%  242M 1s\n"," 14250K .......... .......... .......... .......... .......... 25%  251M 1s\n"," 14300K .......... .......... .......... .......... .......... 25%  170M 1s\n"," 14350K .......... .......... .......... .......... .......... 25%  137M 1s\n"," 14400K .......... .......... .......... .......... .......... 25%  264M 1s\n"," 14450K .......... .......... .......... .......... .......... 25%  244M 1s\n"," 14500K .......... .......... .......... .......... .......... 25%  266M 1s\n"," 14550K .......... .......... .......... .......... .......... 25%  202M 1s\n"," 14600K .......... .......... .......... .......... .......... 25%  250M 1s\n"," 14650K .......... .......... .......... .......... .......... 25%  256M 1s\n"," 14700K .......... .......... .......... .......... .......... 25%  242M 1s\n"," 14750K .......... .......... .......... .......... .......... 25%  211M 1s\n"," 14800K .......... .......... .......... .......... .......... 26%  241M 1s\n"," 14850K .......... .......... .......... .......... .......... 26%  255M 1s\n"," 14900K .......... .......... .......... .......... .......... 26%  259M 1s\n"," 14950K .......... .......... .......... .......... .......... 26%  213M 1s\n"," 15000K .......... .......... .......... .......... .......... 26%  161M 1s\n"," 15050K .......... .......... .......... .......... .......... 26%  192M 1s\n"," 15100K .......... .......... .......... .......... .......... 26%  189M 1s\n"," 15150K .......... .......... .......... .......... .......... 26%  146M 1s\n"," 15200K .......... .......... .......... .......... .......... 26%  171M 1s\n"," 15250K .......... .......... .......... .......... .......... 26%  181M 1s\n"," 15300K .......... .......... .......... .......... .......... 26%  191M 1s\n"," 15350K .......... .......... .......... .......... .......... 26%  235M 1s\n"," 15400K .......... .......... .......... .......... .......... 27%  245M 1s\n"," 15450K .......... .......... .......... .......... .......... 27%  241M 1s\n"," 15500K .......... .......... .......... .......... .......... 27%  264M 1s\n"," 15550K .......... .......... .......... .......... .......... 27%  193M 1s\n"," 15600K .......... .......... .......... .......... .......... 27%  260M 1s\n"," 15650K .......... .......... .......... .......... .......... 27%  234M 1s\n"," 15700K .......... .......... .......... .......... .......... 27%  246M 0s\n"," 15750K .......... .......... .......... .......... .......... 27%  228M 0s\n"," 15800K .......... .......... .......... .......... .......... 27%  173M 0s\n"," 15850K .......... .......... .......... .......... .......... 27%  198M 0s\n"," 15900K .......... .......... .......... .......... .......... 27%  197M 0s\n"," 15950K .......... .......... .......... .......... .......... 28%  159M 0s\n"," 16000K .......... .......... .......... .......... .......... 28%  202M 0s\n"," 16050K .......... .......... .......... .......... .......... 28%  205M 0s\n"," 16100K .......... .......... .......... .......... .......... 28%  168M 0s\n"," 16150K .......... .......... .......... .......... .......... 28%  166M 0s\n"," 16200K .......... .......... .......... .......... .......... 28%  162M 0s\n"," 16250K .......... .......... .......... .......... .......... 28%  178M 0s\n"," 16300K .......... .......... .......... .......... .......... 28%  208M 0s\n"," 16350K .......... .......... .......... .......... .......... 28%  169M 0s\n"," 16400K .......... .......... .......... .......... .......... 28%  206M 0s\n"," 16450K .......... .......... .......... .......... .......... 28%  194M 0s\n"," 16500K .......... .......... .......... .......... .......... 28%  184M 0s\n"," 16550K .......... .......... .......... .......... .......... 29%  158M 0s\n"," 16600K .......... .......... .......... .......... .......... 29%  193M 0s\n"," 16650K .......... .......... .......... .......... .......... 29%  188M 0s\n"," 16700K .......... .......... .......... .......... .......... 29%  203M 0s\n"," 16750K .......... .......... .......... .......... .......... 29%  200M 0s\n"," 16800K .......... .......... .......... .......... .......... 29%  258M 0s\n"," 16850K .......... .......... .......... .......... .......... 29%  239M 0s\n"," 16900K .......... .......... .......... .......... .......... 29%  252M 0s\n"," 16950K .......... .......... .......... .......... .......... 29%  219M 0s\n"," 17000K .......... .......... .......... .......... .......... 29%  240M 0s\n"," 17050K .......... .......... .......... .......... .......... 29%  191M 0s\n"," 17100K .......... .......... .......... .......... .......... 30%  200M 0s\n"," 17150K .......... .......... .......... .......... .......... 30%  163M 0s\n"," 17200K .......... .......... .......... .......... .......... 30%  174M 0s\n"," 17250K .......... .......... .......... .......... .......... 30%  167M 0s\n"," 17300K .......... .......... .......... .......... .......... 30%  219M 0s\n"," 17350K .......... .......... .......... .......... .......... 30%  144M 0s\n"," 17400K .......... .......... .......... .......... .......... 30%  233M 0s\n"," 17450K .......... .......... .......... .......... .......... 30%  185M 0s\n"," 17500K .......... .......... .......... .......... .......... 30%  165M 0s\n"," 17550K .......... .......... .......... .......... .......... 30%  140M 0s\n"," 17600K .......... .......... .......... .......... .......... 30%  230M 0s\n"," 17650K .......... .......... .......... .......... .......... 30%  184M 0s\n"," 17700K .......... .......... .......... .......... .......... 31%  200M 0s\n"," 17750K .......... .......... .......... .......... .......... 31%  151M 0s\n"," 17800K .......... .......... .......... .......... .......... 31%  205M 0s\n"," 17850K .......... .......... .......... .......... .......... 31%  184M 0s\n"," 17900K .......... .......... .......... .......... .......... 31%  179M 0s\n"," 17950K .......... .......... .......... .......... .......... 31%  156M 0s\n"," 18000K .......... .......... .......... .......... .......... 31%  177M 0s\n"," 18050K .......... .......... .......... .......... .......... 31%  208M 0s\n"," 18100K .......... .......... .......... .......... .......... 31%  215M 0s\n"," 18150K .......... .......... .......... .......... .......... 31%  149M 0s\n"," 18200K .......... .......... .......... .......... .......... 31%  195M 0s\n"," 18250K .......... .......... .......... .......... .......... 32%  156M 0s\n"," 18300K .......... .......... .......... .......... .......... 32%  196M 0s\n"," 18350K .......... .......... .......... .......... .......... 32%  154M 0s\n"," 18400K .......... .......... .......... .......... .......... 32%  197M 0s\n"," 18450K .......... .......... .......... .......... .......... 32%  169M 0s\n"," 18500K .......... .......... .......... .......... .......... 32%  196M 0s\n"," 18550K .......... .......... .......... .......... .......... 32%  161M 0s\n"," 18600K .......... .......... .......... .......... .......... 32%  211M 0s\n"," 18650K .......... .......... .......... .......... .......... 32%  196M 0s\n"," 18700K .......... .......... .......... .......... .......... 32%  165M 0s\n"," 18750K .......... .......... .......... .......... .......... 32%  145M 0s\n"," 18800K .......... .......... .......... .......... .......... 33%  192M 0s\n"," 18850K .......... .......... .......... .......... .......... 33%  202M 0s\n"," 18900K .......... .......... .......... .......... .......... 33%  171M 0s\n"," 18950K .......... .......... .......... .......... .......... 33%  169M 0s\n"," 19000K .......... .......... .......... .......... .......... 33%  183M 0s\n"," 19050K .......... .......... .......... .......... .......... 33%  200M 0s\n"," 19100K .......... .......... .......... .......... .......... 33%  219M 0s\n"," 19150K .......... .......... .......... .......... .......... 33%  161M 0s\n"," 19200K .......... .......... .......... .......... .......... 33%  204M 0s\n"," 19250K .......... .......... .......... .......... .......... 33%  192M 0s\n"," 19300K .......... .......... .......... .......... .......... 33%  122M 0s\n"," 19350K .......... .......... .......... .......... .......... 33%  137M 0s\n"," 19400K .......... .......... .......... .......... .......... 34%  165M 0s\n"," 19450K .......... .......... .......... .......... .......... 34%  166M 0s\n"," 19500K .......... .......... .......... .......... .......... 34%  166M 0s\n"," 19550K .......... .......... .......... .......... .......... 34% 95.5M 0s\n"," 19600K .......... .......... .......... .......... .......... 34%  156M 0s\n"," 19650K .......... .......... .......... .......... .......... 34%  172M 0s\n"," 19700K .......... .......... .......... .......... .......... 34%  217M 0s\n"," 19750K .......... .......... .......... .......... .......... 34%  132M 0s\n"," 19800K .......... .......... .......... .......... .......... 34%  216M 0s\n"," 19850K .......... .......... .......... .......... .......... 34%  208M 0s\n"," 19900K .......... .......... .......... .......... .......... 34%  207M 0s\n"," 19950K .......... .......... .......... .......... .......... 35%  130M 0s\n"," 20000K .......... .......... .......... .......... .......... 35%  196M 0s\n"," 20050K .......... .......... .......... .......... .......... 35%  178M 0s\n"," 20100K .......... .......... .......... .......... .......... 35%  168M 0s\n"," 20150K .......... .......... .......... .......... .......... 35%  193M 0s\n"," 20200K .......... .......... .......... .......... .......... 35%  164M 0s\n"," 20250K .......... .......... .......... .......... .......... 35%  177M 0s\n"," 20300K .......... .......... .......... .......... .......... 35%  200M 0s\n"," 20350K .......... .......... .......... .......... .......... 35%  155M 0s\n"," 20400K .......... .......... .......... .......... .......... 35%  172M 0s\n"," 20450K .......... .......... .......... .......... .......... 35%  177M 0s\n"," 20500K .......... .......... .......... .......... .......... 35%  196M 0s\n"," 20550K .......... .......... .......... .......... .......... 36%  165M 0s\n"," 20600K .......... .......... .......... .......... .......... 36%  206M 0s\n"," 20650K .......... .......... .......... .......... .......... 36%  191M 0s\n"," 20700K .......... .......... .......... .......... .......... 36%  171M 0s\n"," 20750K .......... .......... .......... .......... .......... 36%  173M 0s\n"," 20800K .......... .......... .......... .......... .......... 36%  226M 0s\n"," 20850K .......... .......... .......... .......... .......... 36%  164M 0s\n"," 20900K .......... .......... .......... .......... .......... 36%  225M 0s\n"," 20950K .......... .......... .......... .......... .......... 36%  191M 0s\n"," 21000K .......... .......... .......... .......... .......... 36%  172M 0s\n"," 21050K .......... .......... .......... .......... .......... 36%  204M 0s\n"," 21100K .......... .......... .......... .......... .......... 37%  247M 0s\n"," 21150K .......... .......... .......... .......... .......... 37%  174M 0s\n"," 21200K .......... .......... .......... .......... .......... 37%  184M 0s\n"," 21250K .......... .......... .......... .......... .......... 37%  152M 0s\n"," 21300K .......... .......... .......... .......... .......... 37%  207M 0s\n"," 21350K .......... .......... .......... .......... .......... 37%  199M 0s\n"," 21400K .......... .......... .......... .......... .......... 37%  155M 0s\n"," 21450K .......... .......... .......... .......... .......... 37%  202M 0s\n"," 21500K .......... .......... .......... .......... .......... 37%  222M 0s\n"," 21550K .......... .......... .......... .......... .......... 37%  184M 0s\n"," 21600K .......... .......... .......... .......... .......... 37%  209M 0s\n"," 21650K .......... .......... .......... .......... .......... 38%  200M 0s\n"," 21700K .......... .......... .......... .......... .......... 38%  168M 0s\n"," 21750K .......... .......... .......... .......... .......... 38%  184M 0s\n"," 21800K .......... .......... .......... .......... .......... 38%  171M 0s\n"," 21850K .......... .......... .......... .......... .......... 38%  184M 0s\n"," 21900K .......... .......... .......... .......... .......... 38%  256M 0s\n"," 21950K .......... .......... .......... .......... .......... 38%  181M 0s\n"," 22000K .......... .......... .......... .......... .......... 38%  169M 0s\n"," 22050K .......... .......... .......... .......... .......... 38%  194M 0s\n"," 22100K .......... .......... .......... .......... .......... 38%  247M 0s\n"," 22150K .......... .......... .......... .......... .......... 38%  189M 0s\n"," 22200K .......... .......... .......... .......... .......... 38%  163M 0s\n"," 22250K .......... .......... .......... .......... .......... 39%  178M 0s\n"," 22300K .......... .......... .......... .......... .......... 39%  201M 0s\n"," 22350K .......... .......... .......... .......... .......... 39% 24.8M 0s\n"," 22400K .......... .......... .......... .......... .......... 39%  138M 0s\n"," 22450K .......... .......... .......... .......... .......... 39%  186M 0s\n"," 22500K .......... .......... .......... .......... .......... 39%  172M 0s\n"," 22550K .......... .......... .......... .......... .......... 39%  184M 0s\n"," 22600K .......... .......... .......... .......... .......... 39%  196M 0s\n"," 22650K .......... .......... .......... .......... .......... 39%  167M 0s\n"," 22700K .......... .......... .......... .......... .......... 39%  213M 0s\n"," 22750K .......... .......... .......... .......... .......... 39%  203M 0s\n"," 22800K .......... .......... .......... .......... .......... 40%  228M 0s\n"," 22850K .......... .......... .......... .......... .......... 40%  157M 0s\n"," 22900K .......... .......... .......... .......... .......... 40%  217M 0s\n"," 22950K .......... .......... .......... .......... .......... 40%  168M 0s\n"," 23000K .......... .......... .......... .......... .......... 40%  153M 0s\n"," 23050K .......... .......... .......... .......... .......... 40%  195M 0s\n"," 23100K .......... .......... .......... .......... .......... 40%  192M 0s\n"," 23150K .......... .......... .......... .......... .......... 40%  132M 0s\n"," 23200K .......... .......... .......... .......... .......... 40%  195M 0s\n"," 23250K .......... .......... .......... .......... .......... 40%  220M 0s\n"," 23300K .......... .......... .......... .......... .......... 40%  247M 0s\n"," 23350K .......... .......... .......... .......... .......... 40%  134M 0s\n"," 23400K .......... .......... .......... .......... .......... 41%  183M 0s\n"," 23450K .......... .......... .......... .......... .......... 41%  235M 0s\n"," 23500K .......... .......... .......... .......... .......... 41%  191M 0s\n"," 23550K .......... .......... .......... .......... .......... 41%  156M 0s\n"," 23600K .......... .......... .......... .......... .......... 41%  183M 0s\n"," 23650K .......... .......... .......... .......... .......... 41%  189M 0s\n"," 23700K .......... .......... .......... .......... .......... 41%  197M 0s\n"," 23750K .......... .......... .......... .......... .......... 41%  187M 0s\n"," 23800K .......... .......... .......... .......... .......... 41%  194M 0s\n"," 23850K .......... .......... .......... .......... .......... 41%  231M 0s\n"," 23900K .......... .......... .......... .......... .......... 41%  207M 0s\n"," 23950K .......... .......... .......... .......... .......... 42%  145M 0s\n"," 24000K .......... .......... .......... .......... .......... 42%  188M 0s\n"," 24050K .......... .......... .......... .......... .......... 42%  199M 0s\n"," 24100K .......... .......... .......... .......... .......... 42%  197M 0s\n"," 24150K .......... .......... .......... .......... .......... 42%  206M 0s\n"," 24200K .......... .......... .......... .......... .......... 42%  227M 0s\n"," 24250K .......... .......... .......... .......... .......... 42%  251M 0s\n"," 24300K .......... .......... .......... .......... .......... 42%  250M 0s\n"," 24350K .......... .......... .......... .......... .......... 42%  198M 0s\n"," 24400K .......... .......... .......... .......... .......... 42%  164M 0s\n"," 24450K .......... .......... .......... .......... .......... 42%  200M 0s\n"," 24500K .......... .......... .......... .......... .......... 42%  169M 0s\n"," 24550K .......... .......... .......... .......... .......... 43%  203M 0s\n"," 24600K .......... .......... .......... .......... .......... 43%  213M 0s\n"," 24650K .......... .......... .......... .......... .......... 43%  155M 0s\n"," 24700K .......... .......... .......... .......... .......... 43%  161M 0s\n"," 24750K .......... .......... .......... .......... .......... 43%  164M 0s\n"," 24800K .......... .......... .......... .......... .......... 43%  254M 0s\n"," 24850K .......... .......... .......... .......... .......... 43%  206M 0s\n"," 24900K .......... .......... .......... .......... .......... 43%  137M 0s\n"," 24950K .......... .......... .......... .......... .......... 43%  201M 0s\n"," 25000K .......... .......... .......... .......... .......... 43%  240M 0s\n"," 25050K .......... .......... .......... .......... .......... 43%  170M 0s\n"," 25100K .......... .......... .......... .......... .......... 44%  155M 0s\n"," 25150K .......... .......... .......... .......... .......... 44%  156M 0s\n"," 25200K .......... .......... .......... .......... .......... 44%  236M 0s\n"," 25250K .......... .......... .......... .......... .......... 44%  244M 0s\n"," 25300K .......... .......... .......... .......... .......... 44%  228M 0s\n"," 25350K .......... .......... .......... .......... .......... 44%  225M 0s\n"," 25400K .......... .......... .......... .......... .......... 44%  162M 0s\n"," 25450K .......... .......... .......... .......... .......... 44%  187M 0s\n"," 25500K .......... .......... .......... .......... .......... 44%  188M 0s\n"," 25550K .......... .......... .......... .......... .......... 44%  171M 0s\n"," 25600K .......... .......... .......... .......... .......... 44%  193M 0s\n"," 25650K .......... .......... .......... .......... .......... 45%  155M 0s\n"," 25700K .......... .......... .......... .......... .......... 45%  173M 0s\n"," 25750K .......... .......... .......... .......... .......... 45%  185M 0s\n"," 25800K .......... .......... .......... .......... .......... 45%  249M 0s\n"," 25850K .......... .......... .......... .......... .......... 45%  251M 0s\n"," 25900K .......... .......... .......... .......... .......... 45%  132M 0s\n"," 25950K .......... .......... .......... .......... .......... 45%  175M 0s\n"," 26000K .......... .......... .......... .......... .......... 45%  252M 0s\n"," 26050K .......... .......... .......... .......... .......... 45%  172M 0s\n"," 26100K .......... .......... .......... .......... .......... 45%  167M 0s\n"," 26150K .......... .......... .......... .......... .......... 45%  191M 0s\n"," 26200K .......... .......... .......... .......... .......... 45%  241M 0s\n"," 26250K .......... .......... .......... .......... .......... 46%  235M 0s\n"," 26300K .......... .......... .......... .......... .......... 46%  242M 0s\n"," 26350K .......... .......... .......... .......... .......... 46%  207M 0s\n"," 26400K .......... .......... .......... .......... .......... 46%  213M 0s\n"," 26450K .......... .......... .......... .......... .......... 46%  180M 0s\n"," 26500K .......... .......... .......... .......... .......... 46%  231M 0s\n"," 26550K .......... .......... .......... .......... .......... 46%  157M 0s\n"," 26600K .......... .......... .......... .......... .......... 46%  188M 0s\n"," 26650K .......... .......... .......... .......... .......... 46%  262M 0s\n"," 26700K .......... .......... .......... .......... .......... 46%  164M 0s\n"," 26750K .......... .......... .......... .......... .......... 46%  148M 0s\n"," 26800K .......... .......... .......... .......... .......... 47%  191M 0s\n"," 26850K .......... .......... .......... .......... .......... 47%  223M 0s\n"," 26900K .......... .......... .......... .......... .......... 47%  258M 0s\n"," 26950K .......... .......... .......... .......... .......... 47%  158M 0s\n"," 27000K .......... .......... .......... .......... .......... 47%  175M 0s\n"," 27050K .......... .......... .......... .......... .......... 47%  207M 0s\n"," 27100K .......... .......... .......... .......... .......... 47%  249M 0s\n"," 27150K .......... .......... .......... .......... .......... 47%  164M 0s\n"," 27200K .......... .......... .......... .......... .......... 47%  176M 0s\n"," 27250K .......... .......... .......... .......... .......... 47%  166M 0s\n"," 27300K .......... .......... .......... .......... .......... 47%  230M 0s\n"," 27350K .......... .......... .......... .......... .......... 47%  233M 0s\n"," 27400K .......... .......... .......... .......... .......... 48%  263M 0s\n"," 27450K .......... .......... .......... .......... .......... 48%  217M 0s\n"," 27500K .......... .......... .......... .......... .......... 48%  164M 0s\n"," 27550K .......... .......... .......... .......... .......... 48%  161M 0s\n"," 27600K .......... .......... .......... .......... .......... 48%  193M 0s\n"," 27650K .......... .......... .......... .......... .......... 48%  249M 0s\n"," 27700K .......... .......... .......... .......... .......... 48%  158M 0s\n"," 27750K .......... .......... .......... .......... .......... 48%  149M 0s\n"," 27800K .......... .......... .......... .......... .......... 48%  235M 0s\n"," 27850K .......... .......... .......... .......... .......... 48%  242M 0s\n"," 27900K .......... .......... .......... .......... .......... 48%  260M 0s\n"," 27950K .......... .......... .......... .......... .......... 49%  191M 0s\n"," 28000K .......... .......... .......... .......... .......... 49%  186M 0s\n"," 28050K .......... .......... .......... .......... .......... 49%  170M 0s\n"," 28100K .......... .......... .......... .......... .......... 49%  187M 0s\n"," 28150K .......... .......... .......... .......... .......... 49%  218M 0s\n"," 28200K .......... .......... .......... .......... .......... 49%  163M 0s\n"," 28250K .......... .......... .......... .......... .......... 49%  173M 0s\n"," 28300K .......... .......... .......... .......... .......... 49%  177M 0s\n"," 28350K .......... .......... .......... .......... .......... 49%  215M 0s\n"," 28400K .......... .......... .......... .......... .......... 49%  224M 0s\n"," 28450K .......... .......... .......... .......... .......... 49%  259M 0s\n"," 28500K .......... .......... .......... .......... .......... 50%  188M 0s\n"," 28550K .......... .......... .......... .......... .......... 50%  162M 0s\n"," 28600K .......... .......... .......... .......... .......... 50%  222M 0s\n"," 28650K .......... .......... .......... .......... .......... 50%  166M 0s\n"," 28700K .......... .......... .......... .......... .......... 50%  218M 0s\n"," 28750K .......... .......... .......... .......... .......... 50%  201M 0s\n"," 28800K .......... .......... .......... .......... .......... 50%  255M 0s\n"," 28850K .......... .......... .......... .......... .......... 50%  214M 0s\n"," 28900K .......... .......... .......... .......... .......... 50%  214M 0s\n"," 28950K .......... .......... .......... .......... .......... 50%  230M 0s\n"," 29000K .......... .......... .......... .......... .......... 50%  255M 0s\n"," 29050K .......... .......... .......... .......... .......... 50%  245M 0s\n"," 29100K .......... .......... .......... .......... .......... 51%  249M 0s\n"," 29150K .......... .......... .......... .......... .......... 51%  115M 0s\n"," 29200K .......... .......... .......... .......... .......... 51%  181M 0s\n"," 29250K .......... .......... .......... .......... .......... 51%  220M 0s\n"," 29300K .......... .......... .......... .......... .......... 51%  159M 0s\n"," 29350K .......... .......... .......... .......... .......... 51%  181M 0s\n"," 29400K .......... .......... .......... .......... .......... 51%  212M 0s\n"," 29450K .......... .......... .......... .......... .......... 51%  185M 0s\n"," 29500K .......... .......... .......... .......... .......... 51%  188M 0s\n"," 29550K .......... .......... .......... .......... .......... 51%  170M 0s\n"," 29600K .......... .......... .......... .......... .......... 51%  211M 0s\n"," 29650K .......... .......... .......... .......... .......... 52%  180M 0s\n"," 29700K .......... .......... .......... .......... .......... 52%  197M 0s\n"," 29750K .......... .......... .......... .......... .......... 52%  228M 0s\n"," 29800K .......... .......... .......... .......... .......... 52%  153M 0s\n"," 29850K .......... .......... .......... .......... .......... 52%  238M 0s\n"," 29900K .......... .......... .......... .......... .......... 52%  141M 0s\n"," 29950K .......... .......... .......... .......... .......... 52%  210M 0s\n"," 30000K .......... .......... .......... .......... .......... 52%  237M 0s\n"," 30050K .......... .......... .......... .......... .......... 52%  176M 0s\n"," 30100K .......... .......... .......... .......... .......... 52%  144M 0s\n"," 30150K .......... .......... .......... .......... .......... 52%  169M 0s\n"," 30200K .......... .......... .......... .......... .......... 52%  235M 0s\n"," 30250K .......... .......... .......... .......... .......... 53%  228M 0s\n"," 30300K .......... .......... .......... .......... .......... 53%  147M 0s\n"," 30350K .......... .......... .......... .......... .......... 53%  137M 0s\n"," 30400K .......... .......... .......... .......... .......... 53%  206M 0s\n"," 30450K .......... .......... .......... .......... .......... 53%  245M 0s\n"," 30500K .......... .......... .......... .......... .......... 53% 93.8M 0s\n"," 30550K .......... .......... .......... .......... .......... 53% 81.3M 0s\n"," 30600K .......... .......... .......... .......... .......... 53%  239M 0s\n"," 30650K .......... .......... .......... .......... .......... 53% 54.7M 0s\n"," 30700K .......... .......... .......... .......... .......... 53%  253M 0s\n"," 30750K .......... .......... .......... .......... .......... 53%  227M 0s\n"," 30800K .......... .......... .......... .......... .......... 54%  201M 0s\n"," 30850K .......... .......... .......... .......... .......... 54%  287M 0s\n"," 30900K .......... .......... .......... .......... .......... 54%  376M 0s\n"," 30950K .......... .......... .......... .......... .......... 54%  327M 0s\n"," 31000K .......... .......... .......... .......... .......... 54%  296M 0s\n"," 31050K .......... .......... .......... .......... .......... 54%  410M 0s\n"," 31100K .......... .......... .......... .......... .......... 54%  389M 0s\n"," 31150K .......... .......... .......... .......... .......... 54%  147M 0s\n"," 31200K .......... .......... .......... .......... .......... 54%  213M 0s\n"," 31250K .......... .......... .......... .......... .......... 54%  189M 0s\n"," 31300K .......... .......... .......... .......... .......... 54%  147M 0s\n"," 31350K .......... .......... .......... .......... .......... 54%  178M 0s\n"," 31400K .......... .......... .......... .......... .......... 55%  181M 0s\n"," 31450K .......... .......... .......... .......... .......... 55%  240M 0s\n"," 31500K .......... .......... .......... .......... .......... 55%  157M 0s\n"," 31550K .......... .......... .......... .......... .......... 55%  167M 0s\n"," 31600K .......... .......... .......... .......... .......... 55%  233M 0s\n"," 31650K .......... .......... .......... .......... .......... 55%  207M 0s\n"," 31700K .......... .......... .......... .......... .......... 55%  144M 0s\n"," 31750K .......... .......... .......... .......... .......... 55%  193M 0s\n"," 31800K .......... .......... .......... .......... .......... 55%  218M 0s\n"," 31850K .......... .......... .......... .......... .......... 55%  198M 0s\n"," 31900K .......... .......... .......... .......... .......... 55%  242M 0s\n"," 31950K .......... .......... .......... .......... .......... 56%  184M 0s\n"," 32000K .......... .......... .......... .......... .......... 56%  166M 0s\n"," 32050K .......... .......... .......... .......... .......... 56%  175M 0s\n"," 32100K .......... .......... .......... .......... .......... 56%  202M 0s\n"," 32150K .......... .......... .......... .......... .......... 56%  231M 0s\n"," 32200K .......... .......... .......... .......... .......... 56%  243M 0s\n"," 32250K .......... .......... .......... .......... .......... 56%  171M 0s\n"," 32300K .......... .......... .......... .......... .......... 56%  175M 0s\n"," 32350K .......... .......... .......... .......... .......... 56%  228M 0s\n"," 32400K .......... .......... .......... .......... .......... 56%  283M 0s\n"," 32450K .......... .......... .......... .......... .......... 56%  280M 0s\n"," 32500K .......... .......... .......... .......... .......... 57%  215M 0s\n"," 32550K .......... .......... .......... .......... .......... 57%  151M 0s\n"," 32600K .......... .......... .......... .......... .......... 57%  216M 0s\n"," 32650K .......... .......... .......... .......... .......... 57%  241M 0s\n"," 32700K .......... .......... .......... .......... .......... 57%  168M 0s\n"," 32750K .......... .......... .......... .......... .......... 57%  135M 0s\n"," 32800K .......... .......... .......... .......... .......... 57%  195M 0s\n"," 32850K .......... .......... .......... .......... .......... 57%  233M 0s\n"," 32900K .......... .......... .......... .......... .......... 57%  231M 0s\n"," 32950K .......... .......... .......... .......... .......... 57%  214M 0s\n"," 33000K .......... .......... .......... .......... .......... 57%  249M 0s\n"," 33050K .......... .......... .......... .......... .......... 57%  252M 0s\n"," 33100K .......... .......... .......... .......... .......... 58%  265M 0s\n"," 33150K .......... .......... .......... .......... .......... 58%  146M 0s\n"," 33200K .......... .......... .......... .......... .......... 58%  195M 0s\n"," 33250K .......... .......... .......... .......... .......... 58%  182M 0s\n"," 33300K .......... .......... .......... .......... .......... 58%  209M 0s\n"," 33350K .......... .......... .......... .......... .......... 58%  173M 0s\n"," 33400K .......... .......... .......... .......... .......... 58%  175M 0s\n"," 33450K .......... .......... .......... .......... .......... 58%  226M 0s\n"," 33500K .......... .......... .......... .......... .......... 58%  150M 0s\n"," 33550K .......... .......... .......... .......... .......... 58%  139M 0s\n"," 33600K .......... .......... .......... .......... .......... 58%  229M 0s\n"," 33650K .......... .......... .......... .......... .......... 59%  215M 0s\n"," 33700K .......... .......... .......... .......... .......... 59%  185M 0s\n"," 33750K .......... .......... .......... .......... .......... 59%  161M 0s\n"," 33800K .......... .......... .......... .......... .......... 59%  258M 0s\n"," 33850K .......... .......... .......... .......... .......... 59%  208M 0s\n"," 33900K .......... .......... .......... .......... .......... 59%  226M 0s\n"," 33950K .......... .......... .......... .......... .......... 59%  153M 0s\n"," 34000K .......... .......... .......... .......... .......... 59%  200M 0s\n"," 34050K .......... .......... .......... .......... .......... 59%  203M 0s\n"," 34100K .......... .......... .......... .......... .......... 59%  215M 0s\n"," 34150K .......... .......... .......... .......... .......... 59%  137M 0s\n"," 34200K .......... .......... .......... .......... .......... 59%  198M 0s\n"," 34250K .......... .......... .......... .......... .......... 60%  209M 0s\n"," 34300K .......... .......... .......... .......... .......... 60%  244M 0s\n"," 34350K .......... .......... .......... .......... .......... 60%  157M 0s\n"," 34400K .......... .......... .......... .......... .......... 60%  166M 0s\n"," 34450K .......... .......... .......... .......... .......... 60%  187M 0s\n"," 34500K .......... .......... .......... .......... .......... 60%  222M 0s\n"," 34550K .......... .......... .......... .......... .......... 60%  228M 0s\n"," 34600K .......... .......... .......... .......... .......... 60%  222M 0s\n"," 34650K .......... .......... .......... .......... .......... 60%  194M 0s\n"," 34700K .......... .......... .......... .......... .......... 60%  188M 0s\n"," 34750K .......... .......... .......... .......... .......... 60%  214M 0s\n"," 34800K .......... .......... .......... .......... .......... 61%  210M 0s\n"," 34850K .......... .......... .......... .......... .......... 61%  179M 0s\n"," 34900K .......... .......... .......... .......... .......... 61%  173M 0s\n"," 34950K .......... .......... .......... .......... .......... 61%  191M 0s\n"," 35000K .......... .......... .......... .......... .......... 61%  247M 0s\n"," 35050K .......... .......... .......... .......... .......... 61%  254M 0s\n"," 35100K .......... .......... .......... .......... .......... 61%  201M 0s\n"," 35150K .......... .......... .......... .......... .......... 61%  194M 0s\n"," 35200K .......... .......... .......... .......... .......... 61%  192M 0s\n"," 35250K .......... .......... .......... .......... .......... 61%  199M 0s\n"," 35300K .......... .......... .......... .......... .......... 61%  195M 0s\n"," 35350K .......... .......... .......... .......... .......... 61%  164M 0s\n"," 35400K .......... .......... .......... .......... .......... 62%  191M 0s\n"," 35450K .......... .......... .......... .......... .......... 62%  173M 0s\n"," 35500K .......... .......... .......... .......... .......... 62%  174M 0s\n"," 35550K .......... .......... .......... .......... .......... 62%  202M 0s\n"," 35600K .......... .......... .......... .......... .......... 62%  197M 0s\n"," 35650K .......... .......... .......... .......... .......... 62%  156M 0s\n"," 35700K .......... .......... .......... .......... .......... 62%  163M 0s\n"," 35750K .......... .......... .......... .......... .......... 62%  181M 0s\n"," 35800K .......... .......... .......... .......... .......... 62%  238M 0s\n"," 35850K .......... .......... .......... .......... .......... 62%  262M 0s\n"," 35900K .......... .......... .......... .......... .......... 62%  204M 0s\n"," 35950K .......... .......... .......... .......... .......... 63%  130M 0s\n"," 36000K .......... .......... .......... .......... .......... 63%  180M 0s\n"," 36050K .......... .......... .......... .......... .......... 63% 49.6M 0s\n"," 36100K .......... .......... .......... .......... .......... 63%  223M 0s\n"," 36150K .......... .......... .......... .......... .......... 63%  171M 0s\n"," 36200K .......... .......... .......... .......... .......... 63%  247M 0s\n"," 36250K .......... .......... .......... .......... .......... 63%  198M 0s\n"," 36300K .......... .......... .......... .......... .......... 63%  170M 0s\n"," 36350K .......... .......... .......... .......... .......... 63%  149M 0s\n"," 36400K .......... .......... .......... .......... .......... 63%  189M 0s\n"," 36450K .......... .......... .......... .......... .......... 63%  182M 0s\n"," 36500K .......... .......... .......... .......... .......... 64%  234M 0s\n"," 36550K .......... .......... .......... .......... .......... 64%  229M 0s\n"," 36600K .......... .......... .......... .......... .......... 64%  195M 0s\n"," 36650K .......... .......... .......... .......... .......... 64%  259M 0s\n"," 36700K .......... .......... .......... .......... .......... 64%  258M 0s\n"," 36750K .......... .......... .......... .......... .......... 64%  142M 0s\n"," 36800K .......... .......... .......... .......... .......... 64%  184M 0s\n"," 36850K .......... .......... .......... .......... .......... 64%  164M 0s\n"," 36900K .......... .......... .......... .......... .......... 64%  232M 0s\n"," 36950K .......... .......... .......... .......... .......... 64%  225M 0s\n"," 37000K .......... .......... .......... .......... .......... 64%  260M 0s\n"," 37050K .......... .......... .......... .......... .......... 64%  250M 0s\n"," 37100K .......... .......... .......... .......... .......... 65%  257M 0s\n"," 37150K .......... .......... .......... .......... .......... 65%  142M 0s\n"," 37200K .......... .......... .......... .......... .......... 65%  218M 0s\n"," 37250K .......... .......... .......... .......... .......... 65%  186M 0s\n"," 37300K .......... .......... .......... .......... .......... 65%  161M 0s\n"," 37350K .......... .......... .......... .......... .......... 65%  149M 0s\n"," 37400K .......... .......... .......... .......... .......... 65%  199M 0s\n"," 37450K .......... .......... .......... .......... .......... 65%  174M 0s\n"," 37500K .......... .......... .......... .......... .......... 65%  180M 0s\n"," 37550K .......... .......... .......... .......... .......... 65%  138M 0s\n"," 37600K .......... .......... .......... .......... .......... 65%  157M 0s\n"," 37650K .......... .......... .......... .......... .......... 66%  177M 0s\n"," 37700K .......... .......... .......... .......... .......... 66%  249M 0s\n"," 37750K .......... .......... .......... .......... .......... 66%  226M 0s\n"," 37800K .......... .......... .......... .......... .......... 66%  176M 0s\n"," 37850K .......... .......... .......... .......... .......... 66%  158M 0s\n"," 37900K .......... .......... .......... .......... .......... 66%  205M 0s\n"," 37950K .......... .......... .......... .......... .......... 66%  171M 0s\n"," 38000K .......... .......... .......... .......... .......... 66%  222M 0s\n"," 38050K .......... .......... .......... .......... .......... 66%  229M 0s\n"," 38100K .......... .......... .......... .......... .......... 66%  260M 0s\n"," 38150K .......... .......... .......... .......... .......... 66%  172M 0s\n"," 38200K .......... .......... .......... .......... .......... 66%  219M 0s\n"," 38250K .......... .......... .......... .......... .......... 67%  172M 0s\n"," 38300K .......... .......... .......... .......... .......... 67%  203M 0s\n"," 38350K .......... .......... .......... .......... .......... 67%  215M 0s\n"," 38400K .......... .......... .......... .......... .......... 67%  194M 0s\n"," 38450K .......... .......... .......... .......... .......... 67%  264M 0s\n"," 38500K .......... .......... .......... .......... .......... 67%  150M 0s\n"," 38550K .......... .......... .......... .......... .......... 67%  147M 0s\n"," 38600K .......... .......... .......... .......... .......... 67%  191M 0s\n"," 38650K .......... .......... .......... .......... .......... 67%  184M 0s\n"," 38700K .......... .......... .......... .......... .......... 67%  176M 0s\n"," 38750K .......... .......... .......... .......... .......... 67%  210M 0s\n"," 38800K .......... .......... .......... .......... .......... 68%  183M 0s\n"," 38850K .......... .......... .......... .......... .......... 68%  207M 0s\n"," 38900K .......... .......... .......... .......... .......... 68%  168M 0s\n"," 38950K .......... .......... .......... .......... .......... 68%  178M 0s\n"," 39000K .......... .......... .......... .......... .......... 68%  201M 0s\n"," 39050K .......... .......... .......... .......... .......... 68%  218M 0s\n"," 39100K .......... .......... .......... .......... .......... 68%  280M 0s\n"," 39150K .......... .......... .......... .......... .......... 68%  173M 0s\n"," 39200K .......... .......... .......... .......... .......... 68%  228M 0s\n"," 39250K .......... .......... .......... .......... .......... 68%  181M 0s\n"," 39300K .......... .......... .......... .......... .......... 68%  180M 0s\n"," 39350K .......... .......... .......... .......... .......... 69%  213M 0s\n"," 39400K .......... .......... .......... .......... .......... 69%  245M 0s\n"," 39450K .......... .......... .......... .......... .......... 69%  180M 0s\n"," 39500K .......... .......... .......... .......... .......... 69%  277M 0s\n"," 39550K .......... .......... .......... .......... .......... 69%  149M 0s\n"," 39600K .......... .......... .......... .......... .......... 69%  170M 0s\n"," 39650K .......... .......... .......... .......... .......... 69%  252M 0s\n"," 39700K .......... .......... .......... .......... .......... 69%  191M 0s\n"," 39750K .......... .......... .......... .......... .......... 69%  252M 0s\n"," 39800K .......... .......... .......... .......... .......... 69%  278M 0s\n"," 39850K .......... .......... .......... .......... .......... 69%  281M 0s\n"," 39900K .......... .......... .......... .......... .......... 69%  235M 0s\n"," 39950K .......... .......... .......... .......... .......... 70%  193M 0s\n"," 40000K .......... .......... .......... .......... .......... 70%  369M 0s\n"," 40050K .......... .......... .......... .......... .......... 70%  302M 0s\n"," 40100K .......... .......... .......... .......... .......... 70%  321M 0s\n"," 40150K .......... .......... .......... .......... .......... 70%  300M 0s\n"," 40200K .......... .......... .......... .......... .......... 70%  312M 0s\n"," 40250K .......... .......... .......... .......... .......... 70%  311M 0s\n"," 40300K .......... .......... .......... .......... .......... 70%  318M 0s\n"," 40350K .......... .......... .......... .......... .......... 70%  230M 0s\n"," 40400K .......... .......... .......... .......... .......... 70%  155M 0s\n"," 40450K .......... .......... .......... .......... .......... 70%  168M 0s\n"," 40500K .......... .......... .......... .......... .......... 71%  216M 0s\n"," 40550K .......... .......... .......... .......... .......... 71%  220M 0s\n"," 40600K .......... .......... .......... .......... .......... 71%  329M 0s\n"," 40650K .......... .......... .......... .......... .......... 71%  446M 0s\n"," 40700K .......... .......... .......... .......... .......... 71%  177M 0s\n"," 40750K .......... .......... .......... .......... .......... 71%  165M 0s\n"," 40800K .......... .......... .......... .......... .......... 71%  193M 0s\n"," 40850K .......... .......... .......... .......... .......... 71%  154M 0s\n"," 40900K .......... .......... .......... .......... .......... 71%  173M 0s\n"," 40950K .......... .......... .......... .......... .......... 71%  212M 0s\n"," 41000K .......... .......... .......... .......... .......... 71%  258M 0s\n"," 41050K .......... .......... .......... .......... .......... 71%  262M 0s\n"," 41100K .......... .......... .......... .......... .......... 72%  192M 0s\n"," 41150K .......... .......... .......... .......... .......... 72%  197M 0s\n"," 41200K .......... .......... .......... .......... .......... 72%  221M 0s\n"," 41250K .......... .......... .......... .......... .......... 72%  300M 0s\n"," 41300K .......... .......... .......... .......... .......... 72%  224M 0s\n"," 41350K .......... .......... .......... .......... .......... 72%  186M 0s\n"," 41400K .......... .......... .......... .......... .......... 72%  300M 0s\n"," 41450K .......... .......... .......... .......... .......... 72%  271M 0s\n"," 41500K .......... .......... .......... .......... .......... 72%  299M 0s\n"," 41550K .......... .......... .......... .......... .......... 72%  154M 0s\n"," 41600K .......... .......... .......... .......... .......... 72%  233M 0s\n"," 41650K .......... .......... .......... .......... .......... 73%  220M 0s\n"," 41700K .......... .......... .......... .......... .......... 73%  247M 0s\n"," 41750K .......... .......... .......... .......... .......... 73%  210M 0s\n"," 41800K .......... .......... .......... .......... .......... 73%  211M 0s\n"," 41850K .......... .......... .......... .......... .......... 73%  244M 0s\n"," 41900K .......... .......... .......... .......... .......... 73%  279M 0s\n"," 41950K .......... .......... .......... .......... .......... 73%  203M 0s\n"," 42000K .......... .......... .......... .......... .......... 73%  225M 0s\n"," 42050K .......... .......... .......... .......... .......... 73%  302M 0s\n"," 42100K .......... .......... .......... .......... .......... 73%  191M 0s\n"," 42150K .......... .......... .......... .......... .......... 73%  212M 0s\n"," 42200K .......... .......... .......... .......... .......... 73%  298M 0s\n"," 42250K .......... .......... .......... .......... .......... 74%  160M 0s\n"," 42300K .......... .......... .......... .......... .......... 74% 54.7M 0s\n"," 42350K .......... .......... .......... .......... .......... 74% 49.9M 0s\n"," 42400K .......... .......... .......... .......... .......... 74% 60.8M 0s\n"," 42450K .......... .......... .......... .......... .......... 74% 54.6M 0s\n"," 42500K .......... .......... .......... .......... .......... 74% 79.4M 0s\n"," 42550K .......... .......... .......... .......... .......... 74% 51.6M 0s\n"," 42600K .......... .......... .......... .......... .......... 74% 56.0M 0s\n"," 42650K .......... .......... .......... .......... .......... 74% 55.0M 0s\n"," 42700K .......... .......... .......... .......... .......... 74% 90.8M 0s\n"," 42750K .......... .......... .......... .......... .......... 74%  152M 0s\n"," 42800K .......... .......... .......... .......... .......... 75%  188M 0s\n"," 42850K .......... .......... .......... .......... .......... 75%  202M 0s\n"," 42900K .......... .......... .......... .......... .......... 75%  199M 0s\n"," 42950K .......... .......... .......... .......... .......... 75%  161M 0s\n"," 43000K .......... .......... .......... .......... .......... 75%  208M 0s\n"," 43050K .......... .......... .......... .......... .......... 75%  168M 0s\n"," 43100K .......... .......... .......... .......... .......... 75%  187M 0s\n"," 43150K .......... .......... .......... .......... .......... 75%  123M 0s\n"," 43200K .......... .......... .......... .......... .......... 75%  202M 0s\n"," 43250K .......... .......... .......... .......... .......... 75%  248M 0s\n"," 43300K .......... .......... .......... .......... .......... 75%  262M 0s\n"," 43350K .......... .......... .......... .......... .......... 76%  213M 0s\n"," 43400K .......... .......... .......... .......... .......... 76%  237M 0s\n"," 43450K .......... .......... .......... .......... .......... 76%  205M 0s\n"," 43500K .......... .......... .......... .......... .......... 76%  263M 0s\n"," 43550K .......... .......... .......... .......... .......... 76%  159M 0s\n"," 43600K .......... .......... .......... .......... .......... 76%  170M 0s\n"," 43650K .......... .......... .......... .......... .......... 76%  175M 0s\n"," 43700K .......... .......... .......... .......... .......... 76%  253M 0s\n"," 43750K .......... .......... .......... .......... .......... 76%  229M 0s\n"," 43800K .......... .......... .......... .......... .......... 76%  187M 0s\n"," 43850K .......... .......... .......... .......... .......... 76%  248M 0s\n"," 43900K .......... .......... .......... .......... .......... 76%  264M 0s\n"," 43950K .......... .......... .......... .......... .......... 77%  177M 0s\n"," 44000K .......... .......... .......... .......... .......... 77%  236M 0s\n"," 44050K .......... .......... .......... .......... .......... 77%  213M 0s\n"," 44100K .......... .......... .......... .......... .......... 77%  252M 0s\n"," 44150K .......... .......... .......... .......... .......... 77%  165M 0s\n"," 44200K .......... .......... .......... .......... .......... 77%  277M 0s\n"," 44250K .......... .......... .......... .......... .......... 77%  253M 0s\n"," 44300K .......... .......... .......... .......... .......... 77%  178M 0s\n"," 44350K .......... .......... .......... .......... .......... 77%  167M 0s\n"," 44400K .......... .......... .......... .......... .......... 77%  221M 0s\n"," 44450K .......... .......... .......... .......... .......... 77%  245M 0s\n"," 44500K .......... .......... .......... .......... .......... 78%  187M 0s\n"," 44550K .......... .......... .......... .......... .......... 78%  168M 0s\n"," 44600K .......... .......... .......... .......... .......... 78%  242M 0s\n"," 44650K .......... .......... .......... .......... .......... 78%  230M 0s\n"," 44700K .......... .......... .......... .......... .......... 78%  260M 0s\n"," 44750K .......... .......... .......... .......... .......... 78%  162M 0s\n"," 44800K .......... .......... .......... .......... .......... 78%  250M 0s\n"," 44850K .......... .......... .......... .......... .......... 78%  227M 0s\n"," 44900K .......... .......... .......... .......... .......... 78%  189M 0s\n"," 44950K .......... .......... .......... .......... .......... 78%  155M 0s\n"," 45000K .......... .......... .......... .......... .......... 78%  166M 0s\n"," 45050K .......... .......... .......... .......... .......... 78%  240M 0s\n"," 45100K .......... .......... .......... .......... .......... 79%  220M 0s\n"," 45150K .......... .......... .......... .......... .......... 79%  207M 0s\n"," 45200K .......... .......... .......... .......... .......... 79%  258M 0s\n"," 45250K .......... .......... .......... .......... .......... 79%  257M 0s\n"," 45300K .......... .......... .......... .......... .......... 79%  234M 0s\n"," 45350K .......... .......... .......... .......... .......... 79%  230M 0s\n"," 45400K .......... .......... .......... .......... .......... 79%  259M 0s\n"," 45450K .......... .......... .......... .......... .......... 79%  268M 0s\n"," 45500K .......... .......... .......... .......... .......... 79%  267M 0s\n"," 45550K .......... .......... .......... .......... .......... 79%  207M 0s\n"," 45600K .......... .......... .......... .......... .......... 79%  255M 0s\n"," 45650K .......... .......... .......... .......... .......... 80%  250M 0s\n"," 45700K .......... .......... .......... .......... .......... 80%  268M 0s\n"," 45750K .......... .......... .......... .......... .......... 80%  231M 0s\n"," 45800K .......... .......... .......... .......... .......... 80%  239M 0s\n"," 45850K .......... .......... .......... .......... .......... 80%  260M 0s\n"," 45900K .......... .......... .......... .......... .......... 80%  214M 0s\n"," 45950K .......... .......... .......... .......... .......... 80%  142M 0s\n"," 46000K .......... .......... .......... .......... .......... 80%  174M 0s\n"," 46050K .......... .......... .......... .......... .......... 80%  208M 0s\n"," 46100K .......... .......... .......... .......... .......... 80%  209M 0s\n"," 46150K .......... .......... .......... .......... .......... 80%  179M 0s\n"," 46200K .......... .......... .......... .......... .......... 81%  162M 0s\n"," 46250K .......... .......... .......... .......... .......... 81%  220M 0s\n"," 46300K .......... .......... .......... .......... .......... 81%  172M 0s\n"," 46350K .......... .......... .......... .......... .......... 81%  182M 0s\n"," 46400K .......... .......... .......... .......... .......... 81%  158M 0s\n"," 46450K .......... .......... .......... .......... .......... 81%  204M 0s\n"," 46500K .......... .......... .......... .......... .......... 81%  208M 0s\n"," 46550K .......... .......... .......... .......... .......... 81%  159M 0s\n"," 46600K .......... .......... .......... .......... .......... 81%  204M 0s\n"," 46650K .......... .......... .......... .......... .......... 81%  194M 0s\n"," 46700K .......... .......... .......... .......... .......... 81%  179M 0s\n"," 46750K .......... .......... .......... .......... .......... 81%  149M 0s\n"," 46800K .......... .......... .......... .......... .......... 82%  226M 0s\n"," 46850K .......... .......... .......... .......... .......... 82%  192M 0s\n"," 46900K .......... .......... .......... .......... .......... 82%  191M 0s\n"," 46950K .......... .......... .......... .......... .......... 82%  153M 0s\n"," 47000K .......... .......... .......... .......... .......... 82%  202M 0s\n"," 47050K .......... .......... .......... .......... .......... 82%  199M 0s\n"," 47100K .......... .......... .......... .......... .......... 82%  194M 0s\n"," 47150K .......... .......... .......... .......... .......... 82%  157M 0s\n"," 47200K .......... .......... .......... .......... .......... 82%  168M 0s\n"," 47250K .......... .......... .......... .......... .......... 82%  234M 0s\n"," 47300K .......... .......... .......... .......... .......... 82%  257M 0s\n"," 47350K .......... .......... .......... .......... .......... 83%  210M 0s\n"," 47400K .......... .......... .......... .......... .......... 83%  233M 0s\n"," 47450K .......... .......... .......... .......... .......... 83%  241M 0s\n"," 47500K .......... .......... .......... .......... .......... 83%  259M 0s\n"," 47550K .......... .......... .......... .......... .......... 83%  217M 0s\n"," 47600K .......... .......... .......... .......... .......... 83%  219M 0s\n"," 47650K .......... .......... .......... .......... .......... 83%  267M 0s\n"," 47700K .......... .......... .......... .......... .......... 83%  226M 0s\n"," 47750K .......... .......... .......... .......... .......... 83%  227M 0s\n"," 47800K .......... .......... .......... .......... .......... 83%  232M 0s\n"," 47850K .......... .......... .......... .......... .......... 83%  236M 0s\n"," 47900K .......... .......... .......... .......... .......... 83%  267M 0s\n"," 47950K .......... .......... .......... .......... .......... 84%  223M 0s\n"," 48000K .......... .......... .......... .......... .......... 84%  268M 0s\n"," 48050K .......... .......... .......... .......... .......... 84%  265M 0s\n"," 48100K .......... .......... .......... .......... .......... 84%  135M 0s\n"," 48150K .......... .......... .......... .......... .......... 84%  158M 0s\n"," 48200K .......... .......... .......... .......... .......... 84%  185M 0s\n"," 48250K .......... .......... .......... .......... .......... 84% 96.1M 0s\n"," 48300K .......... .......... .......... .......... .......... 84%  196M 0s\n"," 48350K .......... .......... .......... .......... .......... 84%  122M 0s\n"," 48400K .......... .......... .......... .......... .......... 84%  197M 0s\n"," 48450K .......... .......... .......... .......... .......... 84%  197M 0s\n"," 48500K .......... .......... .......... .......... .......... 85%  201M 0s\n"," 48550K .......... .......... .......... .......... .......... 85%  164M 0s\n"," 48600K .......... .......... .......... .......... .......... 85%  173M 0s\n"," 48650K .......... .......... .......... .......... .......... 85%  223M 0s\n"," 48700K .......... .......... .......... .......... .......... 85%  209M 0s\n"," 48750K .......... .......... .......... .......... .......... 85%  125M 0s\n"," 48800K .......... .......... .......... .......... .......... 85%  174M 0s\n"," 48850K .......... .......... .......... .......... .......... 85%  173M 0s\n"," 48900K .......... .......... .......... .......... .......... 85%  163M 0s\n"," 48950K .......... .......... .......... .......... .......... 85%  191M 0s\n"," 49000K .......... .......... .......... .......... .......... 85%  186M 0s\n"," 49050K .......... .......... .......... .......... .......... 85%  186M 0s\n"," 49100K .......... .......... .......... .......... .......... 86%  166M 0s\n"," 49150K .......... .......... .......... .......... .......... 86%  159M 0s\n"," 49200K .......... .......... .......... .......... .......... 86%  184M 0s\n"," 49250K .......... .......... .......... .......... .......... 86%  157M 0s\n"," 49300K .......... .......... .......... .......... .......... 86%  201M 0s\n"," 49350K .......... .......... .......... .......... .......... 86%  230M 0s\n"," 49400K .......... .......... .......... .......... .......... 86%  256M 0s\n"," 49450K .......... .......... .......... .......... .......... 86%  267M 0s\n"," 49500K .......... .......... .......... .......... .......... 86%  229M 0s\n"," 49550K .......... .......... .......... .......... .......... 86%  219M 0s\n"," 49600K .......... .......... .......... .......... .......... 86%  263M 0s\n"," 49650K .......... .......... .......... .......... .......... 87%  255M 0s\n"," 49700K .......... .......... .......... .......... .......... 87%  264M 0s\n"," 49750K .......... .......... .......... .......... .......... 87%  201M 0s\n"," 49800K .......... .......... .......... 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It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"]}],"source":["!python -m pip install --upgrade pip setuptools\n","!pip uninstall tensorflow\n","!pip install tensorflow-gpu==1.15.5"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"g0I_AzjK0mg8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691781030929,"user_tz":420,"elapsed":7884,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"c80012f2-874f-4be0-97ef-b4fbe67e0ec4"},"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:From <ipython-input-4-4a3f57d5652e>:2: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.\n","Instructions for updating:\n","Use `tf.config.list_physical_devices('GPU')` instead.\n"]},{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":4}],"source":["import tensorflow as tf\n","tf.test.is_gpu_available()"]},{"cell_type":"markdown","source":["Clone our Phoneme Hallucinator repo and download our model checkpoints"],"metadata":{"id":"hRguoKXUP52q"}},{"cell_type":"code","execution_count":5,"metadata":{"id":"LOQYA5043rkf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691781049674,"user_tz":420,"elapsed":16133,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"c5a19b95-9dc3-4a9c-bb93-418a5aa99678"},"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'Phoneme_Hallucinator'...\n","remote: Enumerating objects: 83, done.\u001b[K\n","remote: Counting objects: 100% (83/83), done.\u001b[K\n","remote: Compressing objects: 100% (78/78), done.\u001b[K\n","remote: Total 83 (delta 19), reused 52 (delta 1), pack-reused 0\u001b[K\n","Receiving objects: 100% (83/83), 798.20 KiB | 12.47 MiB/s, done.\n","Resolving deltas: 100% (19/19), done.\n","--2023-08-11 19:10:33--  https://www.dropbox.com/scl/fi/ytj3mwkf1fd0no4jtg7r7/weights.zip?rlkey=ilyxue0gpuppyzn6u01bbjiy9\n","Resolving www.dropbox.com (www.dropbox.com)... 162.125.2.18, 2620:100:601d:18::a27d:512\n","Connecting to www.dropbox.com (www.dropbox.com)|162.125.2.18|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://www.dropbox.com/e/scl/fi/ytj3mwkf1fd0no4jtg7r7/weights.zip?rlkey=ilyxue0gpuppyzn6u01bbjiy9 [following]\n","--2023-08-11 19:10:33--  https://www.dropbox.com/e/scl/fi/ytj3mwkf1fd0no4jtg7r7/weights.zip?rlkey=ilyxue0gpuppyzn6u01bbjiy9\n","Reusing existing connection to www.dropbox.com:443.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com/cd/0/get/CBm7lBCcfpcrSwGN5gINKui5NUmv9L8GTFjbL1w1HZohT53acTFqAWfALzgItMDdib0KArpTAwK7gA93_NKJF1NaToprAtC7hwtJUfIwyCFqOz3w78d0i51uP5me-meHUnR5hnrgMbWO3pN4FJGw7Pnh/file# [following]\n","--2023-08-11 19:10:34--  https://ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com/cd/0/get/CBm7lBCcfpcrSwGN5gINKui5NUmv9L8GTFjbL1w1HZohT53acTFqAWfALzgItMDdib0KArpTAwK7gA93_NKJF1NaToprAtC7hwtJUfIwyCFqOz3w78d0i51uP5me-meHUnR5hnrgMbWO3pN4FJGw7Pnh/file\n","Resolving ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com (ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com)... 162.125.5.15, 2620:100:601d:15::a27d:50f\n","Connecting to ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com (ucef15a120ef9aa8e921316cbc6a.dl.dropboxusercontent.com)|162.125.5.15|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 389589880 (372M) [application/binary]\n","Saving to: ‘/content/weights.zip’\n","\n","/content/weights.zi 100%[===================>] 371.54M  55.0MB/s    in 6.9s    \n","\n","2023-08-11 19:10:42 (54.0 MB/s) - ‘/content/weights.zip’ saved [389589880/389589880]\n","\n","Archive:  /content/weights.zip\n","   creating: weights/\n","  inflating: weights/checkpoint      \n","  inflating: weights/params.ckpt.index  \n","  inflating: weights/last.ckpt.index  \n","  inflating: weights/last.ckpt.meta  \n","  inflating: weights/params.ckpt.data-00000-of-00001  \n","  inflating: weights/params.ckpt.meta  \n","  inflating: weights/last.ckpt.data-00000-of-00001  \n"]}],"source":["!rm -r -f ./Phoneme_Hallucinator\n","!git clone https://github.com/PhonemeHallucinator/Phoneme_Hallucinator.git\n","!wget -O /content/weights.zip https://www.dropbox.com/scl/fi/ytj3mwkf1fd0no4jtg7r7/weights.zip?rlkey=ilyxue0gpuppyzn6u01bbjiy9&dl=1\n","!unzip /content/weights.zip\n","!mv /content/weights /content/Phoneme_Hallucinator/exp/speech_XXL_cond/"]},{"cell_type":"markdown","source":["Reuse the kNN-VC codes to extract speech representations for both source audio and target audio"],"metadata":{"id":"ujncgSHKQKTo"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"RAgVJPhw1Rmw","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691781120533,"user_tz":420,"elapsed":14903,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"33c13085-001d-4eff-a971-966782d712a0"},"outputs":[{"output_type":"stream","name":"stderr","text":["Using cache found in /root/.cache/torch/hub/bshall_knn-vc_master\n"]},{"output_type":"stream","name":"stdout","text":["Removing weight norm...\n","[HiFiGAN] Generator loaded with 16,523,393 parameters.\n","WavLM-Large loaded with 315,453,120 parameters.\n"]}],"source":["import torch, torchaudio\n","knn_vc = torch.hub.load('bshall/knn-vc', 'knn_vc', prematched=True, trust_repo=True, pretrained=True, device='cuda')\n","# path to 16kHz, single-channel, source waveform\n","src_wav_path = '/content/Phoneme_Hallucinator/audio/source.wav'\n","# list of paths to all reference waveforms (each must be 16kHz, single-channel) from the target speaker\n","ref_wav_paths = ['/content/Phoneme_Hallucinator/audio/target.wav', ]\n","src_audio, sr = torchaudio.load(src_wav_path)\n","\n","ref_audio, sr = torchaudio.load(ref_wav_paths[0])\n","\n","query_seq = knn_vc.get_features(src_wav_path)\n","matching_set = knn_vc.get_matching_set(ref_wav_paths)\n","unexpanded_out_wav = knn_vc.match(query_seq, matching_set, topk=4)\n","\n","torch.save(matching_set, \"matching_set.pt\")\n"]},{"cell_type":"markdown","source":["Install packages required by phoneme hallucinator"],"metadata":{"id":"2w69hbV4QWtJ"}},{"cell_type":"code","execution_count":2,"metadata":{"id":"uQ27tOEHGIYq","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691781265328,"user_tz":420,"elapsed":92632,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"e0ac63ea-8273-4026-e85b-ddc435684864"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting torch\n","  Downloading torch-1.10.2-cp36-cp36m-manylinux1_x86_64.whl (881.9 MB)\n","     |████████████████████████████████| 881.9 MB 7.4 kB/s             \n","\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.6/site-packages (from torch) (4.1.1)\n","Requirement already satisfied: dataclasses in /usr/local/lib/python3.6/site-packages (from torch) (0.8)\n","Installing collected packages: torch\n","Successfully installed torch-1.10.2\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. 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It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"]}],"source":["!pip install torch\n","!pip install tensorflow-probability==0.7.0\n","!pip install easydict"]},{"cell_type":"markdown","source":["Perform set expansion using our Phoneme Hallucinator. You can change how many new representations to hallucinate by changing \"--num_samples\"."],"metadata":{"id":"GaX6ktHiQbHQ"}},{"cell_type":"code","execution_count":3,"metadata":{"id":"fJEcRAP10rKw","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1691781343736,"user_tz":420,"elapsed":76056,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"e366a2b9-cda3-4b4c-a6c1-61f72c5c66a7"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","2023-08-11 19:14:54.968610: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/value/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.968637: I 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19:14:54.969084: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969110: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969158: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/MatMul_grad/tuple/control_dependency: (Identity): 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/job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969254: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/concat_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_2_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969279: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/concat_2_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_2_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969323: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/concat_2_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_2_grad/Slice: (Slice): 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gradients/acset_vae/concat_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/concat_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969445: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/concat_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/stack_4_grad/unstack: (Unpack): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969469: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/stack_4_grad/unstack: (Unpack): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/stack_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969495: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/stack_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/stack_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969517: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/stack_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/stack_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969536: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/stack_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969563: I tensorflow/core/common_runtime/placer.cc:54] 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gradients/acset_vae/transform_2/mul_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969894: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969919: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969944: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969970: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.969995: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970021: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970045: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970068: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970091: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970116: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970143: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970169: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970196: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/query/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970221: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970247: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970274: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970309: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/Tile_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970344: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/Tile_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/Tile_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970369: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/Tile_grad/stack: (Pack): 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tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/Tile_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/Tile_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970496: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/Tile_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970521: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970547: I tensorflow/core/common_runtime/placer.cc:54] 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(Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.970994: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/Exp_4_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971020: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/Exp_4_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/Tile_3_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971046: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/Tile_3_grad/stack: (Pack): 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(Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971405: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971430: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971452: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971475: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/ExpandDims_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971500: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/ExpandDims_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/ExpandDims_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971525: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/ExpandDims_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971552: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/strided_slice_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971578: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/strided_slice_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/strided_slice_12_grad/StridedSliceGrad: (StridedSliceGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971603: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/strided_slice_12_grad/StridedSliceGrad: (StridedSliceGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971627: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/split_4_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971652: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/split_4_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/output/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971677: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/output/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971703: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/BiasAdd_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:54.971729: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_post/output/BiasAdd_grad/tuple/group_deps: (NoOp): 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gradients/acset_vae/prior/set_xformer/self_attn_2_post/key/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.085718: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_post/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.085739: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_post/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): 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gradients/acset_vae/set_xformer/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.212614: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.212641: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_3_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): 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gradients/acset_vae/prior/set_xformer/self_attn_2_pre/key/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.212922: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_pre/key/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_2_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.212945: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_2_pre/key/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): 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gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213038: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213062: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213084: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213107: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/Tile_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/AddN_48: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213127: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_48: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_post/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.213150: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_2_post/add_1_grad/Shape: (Shape): 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gradients/acset_vae/set_xformer/set_xformer/self_attn_2_post/output/BiasAdd_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_post/output/BiasAdd_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.215134: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_2_post/output/BiasAdd_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/AddN_51: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.215152: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_51: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/Maximum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.215178: I tensorflow/core/common_runtime/placer.cc:54] 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tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_post/output/Tensordot/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_post/output/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.219549: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_post/output/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_post/output/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.219571: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_post/output/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): 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tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.317107: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.317132: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.317158: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_1_grad/tuple/group_deps: 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tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.318271: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.318315: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/mul_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.318342: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/mul_3_grad/Reshape_1: (Reshape): 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gradients/acset_vae/transform_2/coupling_2/ms2/l0/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/coupling_2/ms2/l0/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.436969: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/coupling_2/ms2/l0/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/coupling_2/ms2/l0/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.436991: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/coupling_2/ms2/l0/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/Reshape_grad/Shape: (Shape): 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gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/transpose_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.437520: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.437545: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_post/query/Tensordot/transpose_1_grad/InvertPermutation: (InvertPermutation): 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gradients/acset_vae/prior/set_xformer/self_attn_1_post/key/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/AddN_62: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.437697: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_62: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.437722: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.437748: I tensorflow/core/common_runtime/placer.cc:54] 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gradients/acset_vae/transform_2/add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.439162: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.439187: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.439212: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_4_grad/Sum_1: (Sum): 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gradients/acset_vae/transform/lrelu_1/Sigmoid_grad/SigmoidGrad: (SigmoidGrad): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/AddN_73: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.461078: I tensorflow/core/common_runtime/placer.cc:54] gradients/AddN_73: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.461103: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.461129: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/add_1_grad/Shape_1: (Shape): 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gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/key/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/key/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.463230: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/key/Tensordot/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/key/Tensordot/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.463261: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_2_pre/key/Tensordot/MatMul_grad/tuple/control_dependency: (Identity): 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gradients/acset_vae/posterior/Normal/sample/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/Normal/sample/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464307: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/Normal/sample/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/Normal/sample/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464332: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/Normal/sample/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464406: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464432: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464454: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/Normal/sample/add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464479: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464619: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464644: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/transform_2/sub_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464666: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/transform_2/sub_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_pre/query/Tensordot/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464692: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_pre/query/Tensordot/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_pre/query/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.464716: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_1_pre/query/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_1_pre/query/Tensordot/Reshape_1_grad/Reshape: (Reshape): 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/job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_0_post/split_3_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.472600: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_0_post/split_3_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.472628: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.472654: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.472681: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.472708: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/set_xformer/set_xformer/self_attn_1_post/add_grad/Reshape: (Reshape): 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19:14:55.482198: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_0_post/MatMul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_0_post/MatMul_grad/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:14:55.482228: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_0_post/MatMul_grad/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_0_post/MatMul_grad/strided_slice_1: (StridedSlice): /job:localhost/replica:0/task:0/device:CPU:0\n"]},{"output_type":"stream","name":"stderr","text":["IOPub data rate exceeded.\n","The notebook server will temporarily stop sending output\n","to the client in order to avoid crashing it.\n","To change this limit, set the config variable\n","`--NotebookApp.iopub_data_rate_limit`.\n","\n","Current values:\n","NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n","NotebookApp.rate_limit_window=3.0 (secs)\n","\n"]},{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","2023-08-11 19:15:08.063129: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_0_post/concat_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/prior/set_xformer/self_attn_0_post/concat_2_grad/tuple/control_dependency_2: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.063151: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/prior/set_xformer/self_attn_0_post/concat_2_grad/tuple/control_dependency_2: (Identity): 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gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.537978: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.538003: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_2_pre/MatMul_1_grad/tuple/control_dependency: (Identity): 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/job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.875279: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/truediv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/truediv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.875313: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/truediv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/split_2_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.875480: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/split_2_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/MatMul_grad/MatMul: (BatchMatMulV2): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.875525: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/MatMul_grad/MatMul: (BatchMatMulV2): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/MatMul_grad/MatMul_1: (BatchMatMulV2): /job:localhost/replica:0/task:0/device:CPU:0\n","2023-08-11 19:15:08.875548: I tensorflow/core/common_runtime/placer.cc:54] gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/MatMul_grad/MatMul_1: (BatchMatMulV2): /job:localhost/replica:0/task:0/device:CPU:0\n","gradients/acset_vae/posterior/set_xformer/self_attn_0_pre/MatMul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n"]},{"output_type":"stream","name":"stderr","text":["IOPub data rate exceeded.\n","The notebook server will temporarily stop sending output\n","to the client in order to avoid crashing it.\n","To change this limit, set the config variable\n","`--NotebookApp.iopub_data_rate_limit`.\n","\n","Current values:\n","NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n","NotebookApp.rate_limit_window=3.0 (secs)\n","\n"]},{"output_type":"stream","name":"stdout","text":["WARNING:tensorflow:From ./scripts/speech_expansion_ins.py:139: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.\n","\n","WARNING:tensorflow:From ./scripts/speech_expansion_ins.py:139: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.\n","\n","/content\n"]}],"source":["%cd Phoneme_Hallucinator\n","!python ./scripts/speech_expansion_ins.py --cfg_file=./exp/speech_XXL_cond/params.json --num_samples 15000 --path /content/matching_set.pt --out_path /content/expanded_set.npy\n","%cd ..\n","import numpy as np\n","import IPython\n","expanded_set = torch.tensor(np.load(\"expanded_set.npy\")).to(matching_set.device)\n","matching_set = torch.cat([matching_set, expanded_set], 0)\n","out_wav = knn_vc.match(query_seq, matching_set, topk=4)"]},{"cell_type":"markdown","source":["Listen to audio results. \"unexpanded_converted\" is the result of kNN-VC. \"converted\" is our result."],"metadata":{"id":"svOkD0T8Qmtw"}},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":319,"output_embedded_package_id":"1cviSYlo7H0U94eL9L1y5kHb1JvXP1gYz"},"id":"aEk63VDgLwSf","executionInfo":{"status":"ok","timestamp":1691781349569,"user_tz":420,"elapsed":2005,"user":{"displayName":"Siyuan Shan","userId":"16492559305772335155"}},"outputId":"9047b47c-ba97-4c55-8bf6-9f24d2516500"},"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}],"source":["import IPython.display as ipd\n","print(\"source\")\n","IPython.display.display(ipd.Audio(src_audio.numpy(), rate=sr))\n","print(\"target\")\n","IPython.display.display(ipd.Audio(ref_audio.numpy(), rate=sr))\n","print(\"unexpanded_converted\")\n","IPython.display.display(ipd.Audio(unexpanded_out_wav.numpy(), rate=16000))\n","print(\"converted\")\n","IPython.display.display(ipd.Audio(out_wav.numpy(), rate=16000))"]}],"metadata":{"accelerator":"GPU","colab":{"provenance":[],"authorship_tag":"ABX9TyPo/dxKRIipDId/lhYjcPrW"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}