Environment used for testing cuML, scikit-learn, and Dask performance with hyper optimization

cumldev_env.yml

name: cumldev
channels:
  - nvidia
  - numba
  - rapidsai
  - conda-forge
  - defaults
dependencies:
  - _libgcc_mutex=0.1=main
  - alembic=1.0.11=py_0
  - arrow-cpp=0.12.1=py37h0e61e49_0
  - asn1crypto=0.24.0=py37_1003
  - async_generator=1.10=py_0
  - attrs=19.1.0=py_0
  - backcall=0.1.0=py_0
  - blas=2.12=openblas
  - bleach=3.1.0=py_0
  - blinker=1.4=py_1
  - bokeh=1.3.4=py37_0
  - boost-cpp=1.68.0=h11c811c_1000
  - bzip2=1.0.8=h516909a_0
  - ca-certificates=2019.6.16=hecc5488_0
  - certifi=2019.6.16=py37_1
  - certipy=0.1.3=py_0
  - cffi=1.12.3=py37h8022711_0
  - chardet=3.0.4=py37_1003
  - click=7.0=py_0
  - cloudpickle=1.2.1=py_0
  - configurable-http-proxy=4.1.0=node11_1
  - cryptography=2.7=py37h72c5cf5_0
  - cudatoolkit=9.2=0
  - cudf=0.8.0=py37_0
  - cuml=0.8.0=cuda9.2_py37_0
  - cython=0.29.13=py37he1b5a44_0
  - cytoolz=0.10.0=py37h516909a_0
  - dask=2.2.0=py_0
  - dask-core=2.2.0=py_0
  - dask-cuda=0.8.0=py37_0
  - dask-cudf=0.8.0=py37_0
  - dask-cuml=0.8.0=py37_0
  - dask-glm=0.1.0=0
  - dask-ml=1.0.0=py_0
  - dbus=1.13.6=he372182_0
  - decorator=4.4.0=py_0
  - defusedxml=0.5.0=py_1
  - distributed=2.2.0=py_1
  - entrypoints=0.3=py37_1000
  - expat=2.2.5=he1b5a44_1003
  - fontconfig=2.13.1=he4413a7_1000
  - freetype=2.10.0=he983fc9_1
  - fsspec=0.4.1=py_0
  - gettext=0.19.8.1=hc5be6a0_1002
  - glib=2.58.3=h6f030ca_1002
  - gst-plugins-base=1.14.5=h0935bb2_0
  - gstreamer=1.14.5=h36ae1b5_0
  - heapdict=1.0.0=py37_1000
  - icu=58.2=hf484d3e_1000
  - idna=2.8=py37_1000
  - ipykernel=5.1.2=py37h5ca1d4c_0
  - ipython=7.7.0=py37h5ca1d4c_0
  - ipython_genutils=0.2.0=py_1
  - ipywidgets=7.5.1=py_0
  - jedi=0.15.1=py37_0
  - jinja2=2.10.1=py_0
  - joblib=0.13.2=py_0
  - jpeg=9c=h14c3975_1001
  - json5=0.8.5=py_0
  - jsonschema=3.0.2=py37_0
  - jupyter=1.0.0=py_2
  - jupyter_client=5.3.1=py_0
  - jupyter_console=6.0.0=py_0
  - jupyter_core=4.4.0=py_0
  - jupyterhub=1.0.0=py37_0
  - jupyterlab=1.0.5=py37_0
  - jupyterlab_server=1.0.0=py_1
  - krb5=1.16.3=h05b26f9_1001
  - libblas=3.8.0=12_openblas
  - libcblas=3.8.0=12_openblas
  - libcudf=0.8.0=cuda9.2_0
  - libcuml=0.8.0=cuda9.2_0
  - libcumlmg=0.0.0.dev0=cuda10.0_374
  - libcurl=7.65.3=hda55be3_0
  - libedit=3.1.20170329=hf8c457e_1001
  - libffi=3.2.1=he1b5a44_1006
  - libgcc-ng=9.1.0=hdf63c60_0
  - libgfortran-ng=7.3.0=hdf63c60_0
  - libiconv=1.15=h516909a_1005
  - liblapack=3.8.0=12_openblas
  - liblapacke=3.8.0=12_openblas
  - libnvstrings=0.8.0=cuda9.2_0
  - libopenblas=0.3.7=h6e990d7_0
  - libpng=1.6.37=hed695b0_0
  - libprotobuf=3.6.1=hdbcaa40_1001
  - librmm=0.8.0=cuda9.2_0
  - libsodium=1.0.17=h516909a_0
  - libssh2=1.8.2=h22169c7_2
  - libstdcxx-ng=9.1.0=hdf63c60_0
  - libtiff=4.0.10=h57b8799_1003
  - libuuid=2.32.1=h14c3975_1000
  - libxcb=1.13=h14c3975_1002
  - libxml2=2.9.9=h13577e0_2
  - llvmlite=0.29.0=py37hf484d3e_0
  - locket=0.2.0=py_2
  - lz4-c=1.8.3=he1b5a44_1001
  - mako=1.1.0=py_0
  - markupsafe=1.1.1=py37h14c3975_0
  - mistune=0.8.4=py37h14c3975_1000
  - msgpack-python=0.6.1=py37h6bb024c_0
  - multipledispatch=0.6.0=py_0
  - nbconvert=5.6.0=py_0
  - nbformat=4.4.0=py_1
  - nccl=2.4.6.1=cuda9.2_0
  - ncurses=6.1=hf484d3e_1002
  - nodejs=11.14.0=he1b5a44_1
  - notebook=6.0.0=py37_0
  - numba=0.45.1=np116py37hf484d3e_0
  - numpy=1.16.4=py37h95a1406_0
  - nvstrings=0.8.0=py37_0
  - oauthlib=3.0.1=py_0
  - olefile=0.46=py_0
  - openssl=1.1.1c=h516909a_0
  - packaging=19.0=py_0
  - pamela=1.0.0=py_0
  - pandas=0.25.0=py37hb3f55d8_0
  - pandoc=2.7.3=0
  - pandocfilters=1.4.2=py_1
  - parquet-cpp=1.5.1=4
  - parso=0.5.1=py_0
  - partd=1.0.0=py_0
  - pcre=8.41=hf484d3e_1003
  - pexpect=4.7.0=py37_0
  - pickleshare=0.7.5=py37_1000
  - pillow=6.1.0=py37h6b7be26_1
  - pip=19.2.2=py37_0
  - prometheus_client=0.7.1=py_0
  - prompt_toolkit=2.0.9=py_0
  - psutil=5.6.3=py37h516909a_0
  - pthread-stubs=0.4=h14c3975_1001
  - ptyprocess=0.6.0=py_1001
  - pyarrow=0.12.1=py37hbbcf98d_0
  - pycparser=2.19=py37_1
  - pycurl=7.43.0.2=py37h16ce93b_1
  - pygments=2.4.2=py_0
  - pyjwt=1.7.1=py_0
  - pyopenssl=19.0.0=py37_0
  - pyparsing=2.4.2=py_0
  - pyqt=5.9.2=py37hcca6a23_2
  - pyrsistent=0.15.4=py37h516909a_0
  - pysocks=1.7.0=py37_0
  - python=3.7.3=h33d41f4_1
  - python-dateutil=2.8.0=py_0
  - python-editor=1.0.4=py_0
  - pytz=2019.2=py_0
  - pyyaml=5.1.2=py37h516909a_0
  - pyzmq=18.0.2=py37h1768529_2
  - qt=5.9.7=h52cfd70_2
  - qtconsole=4.5.2=py_0
  - readline=8.0=hf8c457e_0
  - requests=2.22.0=py37_1
  - rmm=0.8.0=py37_0
  - scikit-learn=0.21.3=py37hcdab131_0
  - scipy=1.3.1=py37h921218d_1
  - send2trash=1.5.0=py_0
  - setuptools=41.0.1=py37_0
  - sip=4.19.8=py37hf484d3e_1000
  - six=1.12.0=py37_1000
  - sortedcontainers=2.1.0=py_0
  - sqlalchemy=1.3.6=py37h516909a_0
  - sqlite=3.29.0=hcee41ef_0
  - tblib=1.4.0=py_0
  - terminado=0.8.2=py37_0
  - testpath=0.4.2=py_1001
  - thrift-cpp=0.12.0=h0a07b25_1002
  - tk=8.6.9=hed695b0_1002
  - toolz=0.10.0=py_0
  - tornado=6.0.3=py37h516909a_0
  - traitlets=4.3.2=py37_1000
  - urllib3=1.25.3=py37_0
  - wcwidth=0.1.7=py_1
  - webencodings=0.5.1=py_1
  - wheel=0.33.4=py37_0
  - widgetsnbextension=3.5.1=py37_0
  - xorg-libxau=1.0.9=h14c3975_0
  - xorg-libxdmcp=1.1.3=h516909a_0
  - xz=5.2.4=h14c3975_1001
  - yaml=0.1.7=h14c3975_1001
  - zeromq=4.3.2=he1b5a44_2
  - zict=1.0.0=py_0
  - zlib=1.2.11=h516909a_1005
  - zstd=1.4.0=h3b9ef0a_0