Merge branch 'master' of github.com:adamhrv/megapixels_dev

10 files changed, 793 insertions, 184 deletions

diff --git a/environment.yml b/environment.yml
index 814b2fad..b3d28c7e 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,195 +1,153 @@
 name: megapixels
 channels:
-  - caffe2
   - pytorch
   - conda-forge
   - defaults
 dependencies:
-  - caffe2-cuda9.0-cudnn7=0.8.dev=py36_2018.05.14
+  - atk=2.25.90=hb9dd440_1002
+  - attrs=18.2.0=py_0
+  - backcall=0.1.0=py_0
+  - blas=1.0=mkl
+  - bleach=3.1.0=py_0
   - ca-certificates=2018.11.29=ha4d7672_0
+  - cairo=1.16.0=ha4e643d_1000
   - certifi=2018.11.29=py36_1000
-  - nodejs=10.8.0=hfc679d8_1
-  - openssl=1.0.2p=h470a237_1
-  - _nb_ext_conf=0.4.0=py36_1
-  - anaconda-client=1.6.14=py36_0
-  - asn1crypto=0.24.0=py36_0
-  - backcall=0.1.0=py36_0
-  - blas=1.0=mkl
-  - bleach=2.1.3=py36_0
-  - bzip2=1.0.6=h14c3975_5
-  - cairo=1.14.12=h7636065_2
-  - cffi=1.11.5=py36h9745a5d_0
-  - chardet=3.0.4=py36h0f667ec_1
-  - clyent=1.2.2=py36h7e57e65_1
-  - cryptography=2.2.2=py36h14c3975_0
+  - cffi=1.11.5=py36h9745a5d_1001
   - cudatoolkit=9.0=h13b8566_0
-  - dbus=1.13.2=h714fa37_1
-  - decorator=4.3.0=py36_0
-  - entrypoints=0.2.3=py36h1aec115_2
-  - expat=2.2.5=he0dffb1_0
-  - ffmpeg=3.4=h7264315_0
-  - fontconfig=2.12.6=h49f89f6_0
-  - freetype=2.8=hab7d2ae_1
-  - future=0.16.0=py36_1
-  - gflags=2.2.1=hf484d3e_0
-  - glib=2.56.1=h000015b_0
-  - glog=0.3.5=hf484d3e_1
-  - gmp=6.1.2=h6c8ec71_1
-  - graphite2=1.3.11=h16798f4_2
-  - gst-plugins-base=1.14.0=hbbd80ab_1
-  - gstreamer=1.14.0=hb453b48_1
-  - harfbuzz=1.7.6=h5f0a787_1
-  - hdf5=1.10.1=h9caa474_1
-  - html5lib=1.0.1=py36h2f9c1c0_0
-  - icu=58.2=h9c2bf20_1
-  - idna=2.7=py36_0
-  - intel-openmp=2018.0.3=0
-  - ipykernel=4.8.2=py36_0
-  - ipython=6.4.0=py36_0
-  - ipython_genutils=0.2.0=py36hb52b0d5_0
-  - ipywidgets=7.2.1=py36_0
-  - jasper=1.900.1=hd497a04_4
-  - jedi=0.12.0=py36_1
-  - jinja2=2.10=py36ha16c418_0
-  - jpeg=9b=h024ee3a_2
-  - jsonschema=2.6.0=py36h006f8b5_0
-  - jupyter=1.0.0=py36_4
-  - jupyter_client=5.2.3=py36_0
-  - jupyter_console=5.2.0=py36he59e554_1
-  - jupyter_core=4.4.0=py36h7c827e3_0
-  - libedit=3.1.20170329=h6b74fdf_2
-  - libffi=3.2.1=hd88cf55_4
-  - libgcc-ng=7.2.0=hdf63c60_3
+  - dbus=1.13.0=h4e0c4b3_1000
+  - decorator=4.3.2=py_0
+  - entrypoints=0.3=py36_1000
+  - expat=2.2.5=hf484d3e_1002
+  - fontconfig=2.13.1=h2176d3f_1000
+  - freetype=2.9.1=h94bbf69_1005
+  - gdk-pixbuf=2.36.12=h49783d7_1002
+  - gettext=0.19.8.1=h9745a5d_1001
+  - glib=2.58.2=hf63aee3_1001
+  - gobject-introspection=1.58.2=py36h2da5eee_1000
+  - graphite2=1.3.13=hf484d3e_1000
+  - gstreamer=1.14.4=h66beb1c_1001
+  - gtk2=2.24.31=hb68c50a_1001
+  - harfbuzz=2.3.1=h6824563_0
+  - icu=58.2=hf484d3e_1000
+  - ipykernel=5.1.0=py36h24bf2e0_1002
+  - ipython=7.2.0=py36h24bf2e0_1000
+  - ipython_genutils=0.2.0=py_1
+  - ipywidgets=7.4.2=py_0
+  - jedi=0.13.2=py36_1000
+  - jinja2=2.10=py_1
+  - jpeg=9c=h14c3975_1001
+  - jsonschema=3.0.0a3=py36_1000
+  - jupyter=1.0.0=py_1
+  - jupyter_client=5.2.4=py_1
+  - jupyter_console=6.0.0=py_0
+  - jupyter_core=4.4.0=py_0
+  - libffi=3.2.1=hf484d3e_1005
+  - libgcc-ng=7.3.0=hdf63c60_0
   - libgfortran-ng=7.2.0=hdf63c60_3
-  - libopus=1.2.1=hb9ed12e_0
-  - libpng=1.6.34=hb9fc6fc_0
-  - libprotobuf=3.5.2=h6f1eeef_0
-  - libsodium=1.0.16=h1bed415_0
-  - libstdcxx-ng=7.2.0=hdf63c60_3
-  - libtiff=4.0.9=he85c1e1_1
-  - libuuid=1.0.3=h1bed415_2
-  - libvpx=1.6.1=h888fd40_0
-  - libxcb=1.13=h1bed415_1
-  - libxml2=2.9.8=h26e45fe_1
-  - markupsafe=1.0=py36hd9260cd_1
-  - mistune=0.8.3=py36h14c3975_1
-  - mkl=2018.0.3=1
-  - mkl_fft=1.0.1=py36h3010b51_0
-  - mkl_random=1.0.1=py36h629b387_0
-  - nb_anacondacloud=1.4.0=py36_0
-  - nb_conda=2.2.1=py36h8118bb2_0
-  - nb_conda_kernels=2.1.0=py36_0
-  - nbconvert=5.3.1=py36hb41ffb7_0
-  - nbformat=4.4.0=py36h31c9010_0
-  - nbpresent=3.0.2=py36h5f95a39_1
-  - ncurses=6.1=hf484d3e_0
-  - ninja=1.8.2=py36h6bb024c_1
-  - notebook=5.5.0=py36_0
-  - numpy=1.14.5=py36hcd700cb_0
-  - numpy-base=1.14.5=py36hdbf6ddf_0
-  - olefile=0.45.1=py36_0
-  - opencv=3.3.1=py36h0a11808_0
-  - pandoc=2.2.1=h629c226_0
-  - pandocfilters=1.4.2=py36ha6701b7_1
-  - parso=0.2.1=py36_0
-  - pcre=8.42=h439df22_0
-  - pexpect=4.6.0=py36_0
-  - pickleshare=0.7.4=py36h63277f8_0
-  - pillow=5.1.0=py36h3deb7b8_0
-  - pip=10.0.1=py36_0
-  - pixman=0.34.0=hceecf20_3
-  - prompt_toolkit=1.0.15=py36h17d85b1_0
-  - protobuf=3.5.2=py36hf484d3e_0
-  - ptyprocess=0.6.0=py36_0
-  - pycparser=2.18=py36hf9f622e_1
-  - pygments=2.2.0=py36h0d3125c_0
-  - pyopenssl=18.0.0=py36_0
-  - pyqt=5.9.2=py36h751905a_0
-  - pysocks=1.6.8=py36_0
-  - python=3.6.5=hc3d631a_2
-  - python-dateutil=2.7.3=py36_0
-  - pytz=2018.4=py36_0
-  - pyyaml=3.12=py36hafb9ca4_1
-  - pyzmq=17.0.0=py36h14c3975_0
-  - qt=5.9.5=h7e424d6_0
-  - qtconsole=4.3.1=py36h8f73b5b_0
-  - readline=7.0=ha6073c6_4
-  - requests=2.19.1=py36_0
-  - send2trash=1.5.0=py36_0
-  - setuptools=39.2.0=py36_0
-  - simplegeneric=0.8.1=py36_2
-  - sip=4.19.8=py36hf484d3e_0
-  - six=1.11.0=py36h372c433_1
-  - sqlite=3.24.0=h84994c4_0
-  - terminado=0.8.1=py36_1
-  - testpath=0.3.1=py36h8cadb63_0
-  - tk=8.6.7=hc745277_3
-  - tornado=5.0.2=py36_0
-  - traitlets=4.3.2=py36h674d592_0
-  - urllib3=1.23=py36_0
-  - wcwidth=0.1.7=py36hdf4376a_0
-  - webencodings=0.5.1=py36h800622e_1
-  - wheel=0.31.1=py36_0
-  - widgetsnbextension=3.2.1=py36_0
-  - xz=5.2.4=h14c3975_4
-  - yaml=0.1.7=had09818_2
-  - zeromq=4.2.5=h439df22_0
-  - zlib=1.2.11=ha838bed_2
-  - cuda90=1.0=h6433d27_0
-  - pytorch=1.0.0=py3.6_cuda9.0.176_cudnn7.4.1_1
+  - libiconv=1.15=h14c3975_1004
+  - libpng=1.6.36=h84994c4_1000
+  - libsodium=1.0.16=h14c3975_1001
+  - libstdcxx-ng=7.3.0=hdf63c60_0
+  - libtiff=4.0.10=h648cc4a_1001
+  - libuuid=2.32.1=h14c3975_1000
+  - libxcb=1.13=h14c3975_1002
+  - libxml2=2.9.8=h143f9aa_1005
+  - markupsafe=1.1.0=py36h14c3975_1000
+  - mistune=0.8.4=py36h14c3975_1000
+  - mkl_fft=1.0.10=py36h14c3975_1
+  - mkl_random=1.0.2=py36h637b7d7_2
+  - nb_conda=2.2.1=py36_0
+  - nb_conda_kernels=2.2.0=py36_1000
+  - nbconvert=5.3.1=py_1
+  - nbformat=4.4.0=py_1
+  - ncurses=6.1=hf484d3e_1002
+  - ninja=1.9.0=h6bb024c_0
+  - notebook=5.7.4=py36_1000
+  - numpy-base=1.15.4=py36hde5b4d6_0
+  - olefile=0.46=py_0
+  - openssl=1.1.1a=h14c3975_1000
+  - pandoc=2.6=1
+  - pandocfilters=1.4.2=py_1
+  - pango=1.40.14=h4ea9474_1004
+  - parso=0.3.3=py_0
+  - pcre=8.41=hf484d3e_1003
+  - pexpect=4.6.0=py36_1000
+  - pickleshare=0.7.5=py36_1000
+  - pip=19.0.2=py36_0
+  - pixman=0.34.0=h14c3975_1003
+  - prometheus_client=0.5.0=py_0
+  - prompt_toolkit=2.0.8=py_0
+  - pthread-stubs=0.4=h14c3975_1001
+  - ptyprocess=0.6.0=py36_1000
+  - pycparser=2.19=py_0
+  - pygments=2.3.1=py_0
+  - pyqt=4.11.4=py36_3
+  - pyrsistent=0.14.10=py36h14c3975_0
+  - python=3.6.8=h0371630_0
+  - python-dateutil=2.8.0=py_0
+  - pytorch=1.0.1=py3.6_cuda9.0.176_cudnn7.4.2_2
+  - pyzmq=17.1.2=py36h6afc9c9_1001
+  - qt=4.8.7=2
+  - qtconsole=4.4.3=py_0
+  - readline=7.0=hf8c457e_1001
+  - send2trash=1.5.0=py_0
+  - setuptools=40.7.3=py36_0
+  - sip=4.18=py36_1
+  - six=1.12.0=py36_1000
+  - sqlite=3.26.0=h67949de_1000
+  - terminado=0.8.1=py36_1001
+  - testpath=0.4.2=py36_1000
+  - tk=8.6.9=h84994c4_1000
   - torchvision=0.2.1=py_2
+  - tornado=5.1.1=py36h14c3975_1000
+  - traitlets=4.3.2=py36_1000
+  - wcwidth=0.1.7=py_1
+  - webencodings=0.5.1=py_1
+  - wheel=0.32.3=py36_0
+  - widgetsnbextension=3.4.2=py36_1000
+  - xorg-kbproto=1.0.7=h14c3975_1002
+  - xorg-libice=1.0.9=h14c3975_1004
+  - xorg-libsm=1.2.3=h4937e3b_1000
+  - xorg-libx11=1.6.7=h14c3975_1000
+  - xorg-libxau=1.0.8=h14c3975_1006
+  - xorg-libxdmcp=1.1.2=h14c3975_1007
+  - xorg-libxext=1.3.3=h14c3975_1004
+  - xorg-libxrender=0.9.10=h14c3975_1002
+  - xorg-libxt=1.1.5=h14c3975_1002
+  - xorg-renderproto=0.11.1=h14c3975_1002
+  - xorg-xextproto=7.3.0=h14c3975_1002
+  - xorg-xproto=7.0.31=h14c3975_1007
+  - xz=5.2.4=h14c3975_1001
+  - zeromq=4.2.5=hf484d3e_1006
+  - zlib=1.2.11=h14c3975_1004
   - pip:
-    - absl-py==0.2.2
-    - astor==0.7.1
-    - audioread==2.1.6
-    - blocksparse==1.0.0
     - click==7.0
-    - cloudpickle==0.5.3
-    - colorlog==3.1.4
+    - cloudpickle==0.7.0
+    - cmake==3.13.3
+    - colorlog==4.0.2
     - cycler==0.10.0
-    - cython==0.28.3
-    - dask==0.18.1
-    - dlib==19.16.99
-    - face-alignment==1.0.0
-    - flask==1.0.2
-    - flask-cors==3.0.6
-    - gast==0.2.0
-    - grpcio==1.13.0
-    - h5py==2.8.0
-    - horovod==0.13.8
+    - dask==1.1.1
+    - dlib==19.16.0
     - imagehash==4.0
-    - imageio==2.3.0
-    - imutils==0.4.6
-    - itsdangerous==0.24
-    - joblib==0.12.5
-    - keras==2.2.0
-    - keras-applications==1.0.2
-    - keras-preprocessing==1.0.1
+    - imutils==0.5.2
+    - intel-openmp==2019.0
     - kiwisolver==1.0.1
-    - librosa==0.6.2
-    - llvmlite==0.25.0
-    - markdown==2.6.11
-    - matplotlib==2.2.2
-    - moviepy==0.2.3.5
-    - networkx==2.1
-    - numba==0.40.1
-    - opencv-python==3.4.5.20
-    - pandas==0.23.4
-    - pymediainfo==2.3.0
-    - pyparsing==2.2.0
+    - matplotlib==3.0.2
+    - mkl==2019.0
+    - networkx==2.2
+    - numpy==1.16.1
+    - opencv-python==4.0.0.21
+    - pandas==0.24.1
+    - pillow==5.4.1
+    - pymediainfo==3.0
+    - pyparsing==2.3.1
     - python-dotenv==0.10.1
-    - pywavelets==0.5.2
-    - resampy==0.2.1
-    - scikit-image==0.14.0
-    - scikit-learn==0.20.1
-    - scipy==1.1.0
-    - tensorboard==1.8.0
-    - tensorflow-gpu==1.8.0
-    - termcolor==1.1.0
+    - pytz==2018.9
+    - pywavelets==1.0.1
+    - scikit-image==0.14.2
+    - scikit-learn==0.20.2
+    - scipy==1.2.1
     - toolz==0.9.0
-    - toposort==1.5
-    - torch==1.0.0
-    - tqdm==4.23.4
-    - werkzeug==0.14.1
+    - tqdm==4.31.0
 prefix: /home/adam/anaconda3/envs/megapixels
 
diff --git a/environment_bkup_20190209.yml b/environment_bkup_20190209.yml
new file mode 100644
index 00000000..2b41c345
--- /dev/null
+++ b/environment_bkup_20190209.yml
@@ -0,0 +1,305 @@
+name: megapixels
+channels:
+  - 1adrianb
+  - alexbw
+  - anaconda
+  - pytorch
+  - conda-forge
+  - defaults
+dependencies:
+  - face_alignment=1.0.0=py_1
+  - lua=5.3.2=1
+  - lua-cwrap=0.1=lua5.3_2
+  - lua-paths=0.1=lua5.3_1
+  - lua-torch=7.0.3=lua5.3_0
+  - luarocks=2.2.1=lua5.3_0
+  - glib=2.56.2=hd408876_0
+  - libgcc=7.2.0=h69d50b8_2
+  - libpng=1.6.35=hbc83047_0
+  - matplotlib=2.2.2=py36hb69df0a_2
+  - pyqt=5.6.0=py36_2
+  - qt=5.6.3=h8bf5577_3
+  - sqlite=3.25.3=h7b6447c_0
+  - tk=8.6.8=hbc83047_0
+  - bokeh=1.0.2=py36_1000
+  - boost=1.68.0=py36h3e44d54_1
+  - boost-cpp=1.68.0=h3a22d5f_0
+  - ca-certificates=2018.11.29=ha4d7672_0
+  - certifi=2018.11.29=py36_1000
+  - click=7.0=py_0
+  - cloudpickle=0.6.1=py_0
+  - cryptography=2.3.1=py36hdffb7b8_0
+  - cryptography-vectors=2.3.1=py36_1000
+  - cycler=0.10.0=py_1
+  - cytoolz=0.9.0.1=py36h470a237_1
+  - dask=1.0.0=py_0
+  - dask-core=1.0.0=py_0
+  - distributed=1.25.0=py36_1000
+  - expat=2.2.5=hfc679d8_2
+  - ffmpeg=4.0.2=ha0c5888_2
+  - fontconfig=2.13.1=h65d0f4c_0
+  - freeglut=3.0.0=hfc679d8_5
+  - freetype=2.9.1=h6debe1e_4
+  - gflags=2.2.2=hfc679d8_0
+  - glog=0.3.5=hfc679d8_1
+  - gnutls=3.5.19=h2a4e5f8_1
+  - h5py=2.8.0=py36h7eb728f_3
+  - heapdict=1.0.0=py36_1000
+  - imageio=2.4.1=py36_1000
+  - kiwisolver=1.0.1=py36h2d50403_2
+  - krb5=1.16.2=hc83ff2d_1000
+  - leveldb=1.20=h00d4201_1
+  - libcurl=7.63.0=h01ee5af_1000
+  - libglu=9.0.0=hfc679d8_0
+  - libgpuarray=0.7.6=h470a237_3
+  - libiconv=1.15=h470a237_3
+  - libssh2=1.8.0=h1ad7b7a_1003
+  - libuuid=2.32.1=h470a237_2
+  - lmdb=0.9.22=h470a237_0
+  - locket=0.2.0=py_2
+  - mako=1.0.7=py_1
+  - mkl_fft=1.0.10=py36_0
+  - mpi=1.0=openmpi
+  - msgpack-python=0.6.0=py36h2d50403_0
+  - nettle=3.3=0
+  - networkx=2.2=py_1
+  - openh264=1.8.0=hd28b015_0
+  - openmpi=3.1.0=h26a2512_3
+  - openssl=1.0.2p=h14c3975_1002
+  - packaging=18.0=py_0
+  - pandas=0.23.4=py36hf8a1672_0
+  - partd=0.3.9=py_0
+  - psutil=5.4.8=py36h470a237_0
+  - pygpu=0.7.6=py36h7eb728f_0
+  - pyparsing=2.3.0=py_0
+  - python=3.6.6=h5001a0f_3
+  - python-gflags=3.1.2=py_0
+  - python-leveldb=0.193=py36_0
+  - pywavelets=1.0.1=py36h7eb728f_0
+  - sip=4.19.8=py36hfc679d8_0
+  - snappy=1.1.7=hfc679d8_2
+  - sortedcontainers=2.1.0=py_0
+  - tblib=1.3.2=py_1
+  - theano=1.0.3=py36hfc679d8_1
+  - toolchain=2.3.0=0
+  - toolchain_c_linux-64=2.3.0=0
+  - toolchain_cxx_linux-64=2.3.0=0
+  - toolz=0.9.0=py_1
+  - tqdm=4.28.1=py_0
+  - x264=1!152.20180717=h470a237_1
+  - zict=0.1.3=py_0
+  - _nb_ext_conf=0.4.0=py36_1
+  - anaconda-client=1.6.14=py36_0
+  - asn1crypto=0.24.0=py36_0
+  - backcall=0.1.0=py36_0
+  - blas=1.0=mkl
+  - bleach=2.1.3=py36_0
+  - bzip2=1.0.6=h14c3975_5
+  - caffe=1.0=py36h7073e3f_4
+  - cairo=1.14.12=h8948797_3
+  - cffi=1.11.5=py36h9745a5d_0
+  - chardet=3.0.4=py36h0f667ec_1
+  - clyent=1.2.2=py36h7e57e65_1
+  - cudatoolkit=9.0=h13b8566_0
+  - dbus=1.13.2=h714fa37_1
+  - decorator=4.3.0=py36_0
+  - entrypoints=0.2.3=py36h1aec115_2
+  - gmp=6.1.2=h6c8ec71_1
+  - graphite2=1.3.11=h16798f4_2
+  - gst-plugins-base=1.14.0=hbbd80ab_1
+  - gstreamer=1.14.0=hb453b48_1
+  - harfbuzz=1.8.8=hffaf4a1_0
+  - hdf5=1.10.2=hba1933b_1
+  - html5lib=1.0.1=py36h2f9c1c0_0
+  - icu=58.2=h9c2bf20_1
+  - idna=2.7=py36_0
+  - intel-openmp=2018.0.3=0
+  - ipykernel=4.8.2=py36_0
+  - ipython=6.4.0=py36_0
+  - ipython_genutils=0.2.0=py36hb52b0d5_0
+  - ipywidgets=7.2.1=py36_0
+  - jasper=2.0.14=h07fcdf6_1
+  - jedi=0.12.0=py36_1
+  - jinja2=2.10=py36ha16c418_0
+  - jpeg=9b=h024ee3a_2
+  - jsonschema=2.6.0=py36h006f8b5_0
+  - jupyter_client=5.2.3=py36_0
+  - jupyter_core=4.4.0=py36h7c827e3_0
+  - libboost=1.67.0=h46d08c1_4
+  - libedit=3.1.20170329=h6b74fdf_2
+  - libffi=3.2.1=hd88cf55_4
+  - libgcc-ng=8.2.0=hdf63c60_1
+  - libgfortran=3.0.0=1
+  - libgfortran-ng=7.2.0=hdf63c60_3
+  - libopencv=3.4.2=hb342d67_1
+  - libopus=1.2.1=hb9ed12e_0
+  - libprotobuf=3.6.1=hd408876_0
+  - libsodium=1.0.16=h1bed415_0
+  - libstdcxx-ng=8.2.0=hdf63c60_1
+  - libtiff=4.0.9=he85c1e1_1
+  - libvpx=1.7.0=h439df22_0
+  - libxcb=1.13=h1bed415_1
+  - libxml2=2.9.8=h26e45fe_1
+  - markupsafe=1.0=py36hd9260cd_1
+  - mistune=0.8.3=py36h14c3975_1
+  - mkl=2018.0.3=1
+  - mkl-rt=11.1=p0
+  - mkl-service=1.1.2=py36h90e4bf4_5
+  - mkl_random=1.0.1=py36h629b387_0
+  - nb_anacondacloud=1.4.0=py36_0
+  - nb_conda=2.2.1=py36h8118bb2_0
+  - nb_conda_kernels=2.1.0=py36_0
+  - nbconvert=5.3.1=py36hb41ffb7_0
+  - nbformat=4.4.0=py36h31c9010_0
+  - nbpresent=3.0.2=py36h5f95a39_1
+  - ncurses=6.1=hf484d3e_0
+  - ninja=1.8.2=py36h6bb024c_1
+  - notebook=5.5.0=py36_0
+  - numpy=1.15.4=py36h1d66e8a_0
+  - numpy-base=1.15.4=py36h81de0dd_0
+  - olefile=0.45.1=py36_0
+  - opencv=3.4.1=py36h6fd60c2_1
+  - pandoc=2.2.1=h629c226_0
+  - pandocfilters=1.4.2=py36ha6701b7_1
+  - parso=0.2.1=py36_0
+  - pcre=8.42=h439df22_0
+  - pexpect=4.6.0=py36_0
+  - pickleshare=0.7.4=py36h63277f8_0
+  - pillow=5.2.0=py36heded4f4_0
+  - pip=10.0.1=py36_0
+  - pixman=0.34.0=hceecf20_3
+  - prompt_toolkit=1.0.15=py36h17d85b1_0
+  - protobuf=3.6.1=py36he6710b0_0
+  - ptyprocess=0.6.0=py36_0
+  - py-boost=1.67.0=py36h04863e7_4
+  - py-opencv=3.4.2=py36hb342d67_1
+  - pycparser=2.18=py36hf9f622e_1
+  - pygments=2.2.0=py36h0d3125c_0
+  - pyopenssl=18.0.0=py36_0
+  - pysocks=1.6.8=py36_0
+  - python-dateutil=2.7.3=py36_0
+  - pytz=2018.5=py36_0
+  - pyyaml=3.12=py36hafb9ca4_1
+  - pyzmq=17.0.0=py36h14c3975_0
+  - readline=7.0=ha6073c6_4
+  - requests=2.19.1=py36_0
+  - scipy=1.1.0=py36hc49cb51_0
+  - send2trash=1.5.0=py36_0
+  - setuptools=39.2.0=py36_0
+  - simplegeneric=0.8.1=py36_2
+  - six=1.11.0=py36h372c433_1
+  - terminado=0.8.1=py36_1
+  - testpath=0.3.1=py36h8cadb63_0
+  - tornado=5.0.2=py36_0
+  - traitlets=4.3.2=py36h674d592_0
+  - urllib3=1.23=py36_0
+  - wcwidth=0.1.7=py36hdf4376a_0
+  - webencodings=0.5.1=py36h800622e_1
+  - wheel=0.31.1=py36_0
+  - widgetsnbextension=3.2.1=py36_0
+  - xz=5.2.4=h14c3975_4
+  - yaml=0.1.7=had09818_2
+  - zeromq=4.2.5=h439df22_0
+  - zlib=1.2.11=ha838bed_2
+  - cuda90=1.0=h6433d27_0
+  - pytorch=0.4.1=py36_py35_py27__9.0.176_7.1.2_2
+  - torchvision=0.2.1=py36_1
+  - pip:
+    - absl-py==0.2.2
+    - antlr4-python3-runtime==4.7.2
+    - astor==0.7.1
+    - beautifulsoup4==4.6.0
+    - blocksparse==1.0.0
+    - boto3==1.9.66
+    - botocore==1.12.66
+    - bs4==0.0.1
+    - cachetools==2.1.0
+    - cfgraph==0.2.1
+    - colorama==0.4.0
+    - colorlog==3.1.4
+    - cython==0.28.4
+    - dataclasses==0.6
+    - dlib==19.16.0
+    - docutils==0.14
+    - exifread==2.1.2
+    - face-recognition==1.2.3
+    - face-recognition-models==0.3.0
+    - flask==1.0.2
+    - flask-cors==3.0.6
+    - flask-sqlalchemy==2.3.2
+    - flickr-api==0.6.1
+    - future==0.16.0
+    - gast==0.2.0
+    - gdown==3.6.4
+    - grpcio==1.13.0
+    - horovod==0.13.8
+    - html2text==2018.1.9
+    - httplib2==0.12.0
+    - imagehash==4.0
+    - imutils==0.4.6
+    - isodate==0.6.0
+    - itsdangerous==0.24
+    - jmespath==0.9.3
+    - jonasz-master-thesis==0.1
+    - jsonasobj==1.2.1
+    - keras==2.2.0
+    - keras-applications==1.0.6
+    - keras-preprocessing==1.0.5
+    - lasagne==0.2.dev1
+    - lxml==4.2.5
+    - markdown==2.6.11
+    - moviepy==0.2.3.5
+    - msgpack==0.6.0
+    - mtcnn==0.0.8
+    - mwoauth==0.3.3
+    - nose==1.3.7
+    - oauth2==1.9.0.post1
+    - oauthlib==3.0.0
+    - opencv-contrib-python==3.4.3.18
+    - opencv-python==3.4.2.17
+    - pdfminer.six==20170720
+    - pyasn1==0.4.4
+    - pyasn1-modules==0.2.2
+    - pycryptodome==3.7.0
+    - pycurl==7.43.0.2
+    - pyglet==1.3.2
+    - pyjsg==0.9.0
+    - pyjwt==1.7.1
+    - pymediainfo==2.3.0
+    - pyopengl==3.1.0
+    - pyserial==3.4
+    - pyshex==0.6.1
+    - pyshexc==0.5.4
+    - python-dotenv==0.10.1
+    - python-magic==0.4.15
+    - python-slugify==1.2.5
+    - pyusb==1.0.2
+    - pywavefront==0.3.2
+    - rdflib==4.2.2
+    - rdflib-jsonld==0.4.0
+    - requests-oauthlib==1.2.0
+    - rsa==4.0
+    - s3cmd==2.0.2
+    - s3transfer==0.1.13
+    - scikit-learn==0.20.1
+    - selenium==3.13.0
+    - shexjsg==0.5.6
+    - simplejson==3.16.0
+    - sparql-slurper==0.1.3
+    - sparqlwrapper==1.8.2
+    - sqlalchemy==1.2.15
+    - tensorboard==1.10.0
+    - tensorflow-gpu==1.10.0
+    - termcolor==1.1.0
+    - tflearn==0.3.2
+    - toposort==1.5
+    - torch==0.4.1.post2
+    - unicode==2.6
+    - unidecode==1.0.22
+    - visvis==1.11.1
+    - werkzeug==0.14.1
+    - wikipedia-api==0.4.2
+    - wptools==0.4.17
+    - youtube-dl==2018.11.3
+prefix: /home/adam/anaconda3/envs/megapixels
+
diff --git a/megapixels/commands/datasets/ijb_screenshot.py b/megapixels/commands/datasets/ijb_screenshot.py
new file mode 100644
index 00000000..e6940d88
--- /dev/null
+++ b/megapixels/commands/datasets/ijb_screenshot.py
@@ -0,0 +1,105 @@
+# Chrome
+# wget https://chromedriver.storage.googleapis.com/73.0.3683.20/chromedriver_linux64.zip
+# Firefox
+# wget https://github.com/mozilla/geckodriver/releases/download/v0.24.0/geckodriver-v0.24.0-linux64.tar.gz
+# PhantomJS
+# npm install -g phantomjs
+
+import click
+
+from app.settings import app_cfg
+
+#/data_store/datasets/people/ijb_c/downloads/tars/IJB/IJB-C/license/cs3_media.csv
+
+@click.command()
+@click.option('-i', '--input', 'opt_fp_in', required=True,
+  help='Input license data CSV')
+@click.option('-o', '--output', 'opt_fp_out', required=True,
+  help='Output directory')
+@click.pass_context
+def cli(ctx, opt_fp_in, opt_fp_out):
+  """IJB-C screenshot sources"""
+  
+  import sys
+  from glob import glob
+  from os.path import join
+  from pathlib import Path
+  import time
+
+  import pandas as pd
+  import cv2 as cv
+  from tqdm import tqdm
+
+  from selenium import webdriver
+  from selenium.webdriver.support import expected_conditions as EC
+  from selenium.webdriver.support.wait import WebDriverWait
+  from selenium.webdriver.common.by import By 
+
+  from app.utils import file_utils, im_utils, logger_utils
+
+  log = logger_utils.Logger.getLogger()
+
+  chrome_options = webdriver.ChromeOptions()
+  chrome_options.add_argument('--no-sandbox')
+  chrome_options.add_argument('--headless')
+  chrome_options.add_argument('--disable-dev-shm-usage')
+  driver = webdriver.Chrome(chrome_options=chrome_options)
+  driver.set_window_size(1920,1080)
+  
+  df_licenses = pd.read_csv(opt_fp_in)
+  log.info(f'{len(df_licenses)} rows')
+
+  for df_idx, df_license in tqdm(df_licenses.iterrows(), total=len(df_licenses)):
+    filepath = df_license['Media ID']
+    if 'frames/' in filepath or 'img/' in filepath:
+      continue
+    url = df_license['Media URL']
+    if not ('http://' in url or 'https://' in url):
+      url = 'http://' + url 
+    log.debug(f'getting: {url}')
+    driver.get(url)
+    if 'youtube.com' in url:
+      try:
+        wait = WebDriverWait(driver,3).until(EC.visibility_of_element_located((By.CLASS_NAME,'ytd-video-secondary-info-renderer')))
+        time.sleep(1)  # wait for element
+      except Exception as e:
+        log.debug(f'error: {e}')
+        pass
+    else:
+      wait = WebDriverWait(driver,5)
+      time.sleep(1)  # wait for element
+
+    fp_media = filepath.replace(Path(filepath).suffix, '.png')
+    fp_out = join(opt_fp_out, fp_media)
+    file_utils.mkdirs(fp_out)
+    log.debug(f'save to: {fp_out}')
+    driver.get_screenshot_as_file(fp_out)
+
+  driver.quit()
+
+
+
+#wait = WebDriverWait(driver,3).until(EC.presence_of_element_located((By.CLASS_NAME,'ytd-watch-next-secondary-results-renderer')))
+#wait = WebDriverWait(driver,3).until(EC.text_to_be_present_in_element_value((By.CLASS_NAME,'yt-next-continuation'), 'show'))
+#wait = WebDriverWait(driver,10).until(EC.presence_of_element_located((By.CLASS_NAME,'ytd-video-secondary-info-renderer')))
+#driver.execute_script("document.getElementById('related').style.display = 'None';")
+
+'''
+title_is
+title_contains
+presence_of_element_located
+visibility_of_element_located
+visibility_of
+presence_of_all_elements_located
+text_to_be_present_in_element
+text_to_be_present_in_element_value
+frame_to_be_available_and_switch_to_it
+invisibility_of_element_located
+element_to_be_clickable - it is Displayed and Enabled.
+staleness_of
+element_to_be_selected
+element_located_to_be_selected
+element_selection_state_to_be
+element_located_selection_state_to_be
+alert_is_present
+'''
\ No newline at end of file
diff --git a/megapixels/commands/datasets/ijb_screenshot_mt.py b/megapixels/commands/datasets/ijb_screenshot_mt.py
new file mode 100644
index 00000000..616893c7
--- /dev/null
+++ b/megapixels/commands/datasets/ijb_screenshot_mt.py
@@ -0,0 +1,156 @@
+"""Create screenshots for YouTube.com URLs in the IJB dataset
+
+TODO
+- grey out boxes in sidebar
+- resize driver screenshot area to include author text
+
+Installing webdrivers:
+
+Chrome
+wget https://chromedriver.storage.googleapis.com/73.0.3683.20/chromedriver_linux64.zip
+
+Firefox
+wget https://github.com/mozilla/geckodriver/releases/download/v0.24.0/geckodriver-v0.24.0-linux64.tar.gz
+
+PhantomJS
+npm install -g phantomjs
+"""
+
+import click
+
+from app.settings import app_cfg
+
+#/data_store/datasets/people/ijb_c/downloads/tars/IJB/IJB-C/license/cs3_media.csv
+
+@click.command()
+@click.option('-i', '--input', 'opt_fp_in', required=True,
+  help='Input license data CSV')
+@click.option('-o', '--output', 'opt_fp_out', required=True,
+  help='Output directory')
+@click.option('-t', '--threads', 'opt_threads', default=20,
+  help='Number of threads')
+@click.pass_context
+def cli(ctx, opt_fp_in, opt_fp_out, opt_threads):
+  """IJB-C screenshot sources"""
+  
+  import sys
+  from glob import glob
+  from os.path import join
+  from pathlib import Path
+  import time
+  from functools import partial
+  from multiprocessing.dummy import Pool as ThreadPool
+
+  import pandas as pd
+  import cv2 as cv
+  from tqdm import tqdm
+
+  from selenium import webdriver
+  from selenium.webdriver.support import expected_conditions as EC
+  from selenium.webdriver.support.wait import WebDriverWait
+  from selenium.webdriver.common.by import By 
+
+  from app.utils import file_utils, im_utils, logger_utils
+
+  log = logger_utils.Logger.getLogger()
+
+  chrome_options = webdriver.ChromeOptions()
+  chrome_options.add_argument('--no-sandbox')
+  chrome_options.add_argument('--headless')
+  chrome_options.add_argument('--disable-dev-shm-usage')
+
+
+  def pool_process(route, chrome_options):
+    # Threaded image resize function
+    try:
+      pbar.update(1)
+      
+      driver = webdriver.Chrome(chrome_options=chrome_options)
+      driver.set_window_size(1920,1080)
+      
+      url = route['url']
+      fp_out = route['dst']
+      log.debug(f'url: {url}, dst: {fp_out}')
+      driver.get(url)
+
+      if 'youtube.com' in url:
+        try:
+          wait = WebDriverWait(driver,30).until(EC.visibility_of_element_located((By.CLASS_NAME,'ytd-video-secondary-info-renderer')))
+        except Exception as e:
+          log.debug(f'error: {e}')
+          pass
+      else:
+        wait = WebDriverWait(driver,10)
+        time.sleep(1)  # wait for element
+
+      time.sleep(10)  # wait for element
+      file_utils.mkdirs(fp_out)
+      log.debug(f'save to: {fp_out}')
+      driver.get_screenshot_as_file(fp_out)
+      driver.quit()
+
+      return True
+    except:
+      return False
+
+  # load
+  routes = []
+  df_licenses = pd.read_csv(opt_fp_in)
+  log.info(f'{len(df_licenses)} rows')
+  for df_idx, df_license in tqdm(df_licenses.iterrows(), total=len(df_licenses)):
+    filepath = df_license['Media ID']
+    if not 'video/' in filepath:
+      continue
+    url = str(df_license['Media URL'])
+    if not ('http://' in url or 'https://' in url):
+      url = 'http://' + url 
+    fp_media = filepath.replace(Path(filepath).suffix, '.png')
+    fp_out = join(opt_fp_out, fp_media)
+    obj = {'url': url, 'dst': fp_out}
+    routes.append(obj)
+  
+  # setup multithreading
+  for route in routes:
+    log.debug(f'url: {route["url"]}, dst: {route["dst"]}')
+
+  return
+  results = []
+  pbar = tqdm(total=len(routes))
+  pool_process = partial(pool_process, chrome_options=chrome_options)
+  pool = ThreadPool(opt_threads) 
+  with tqdm(total=len(routes)) as pbar:
+    results = pool.map(pool_process, routes)
+  pbar.close()
+
+
+
+
+
+  
+
+
+
+#wait = WebDriverWait(driver,3).until(EC.presence_of_element_located((By.CLASS_NAME,'ytd-watch-next-secondary-results-renderer')))
+#wait = WebDriverWait(driver,3).until(EC.text_to_be_present_in_element_value((By.CLASS_NAME,'yt-next-continuation'), 'show'))
+#wait = WebDriverWait(driver,10).until(EC.presence_of_element_located((By.CLASS_NAME,'ytd-video-secondary-info-renderer')))
+#driver.execute_script("document.getElementById('related').style.display = 'None';")
+
+'''
+title_is
+title_contains
+presence_of_element_located
+visibility_of_element_located
+visibility_of
+presence_of_all_elements_located
+text_to_be_present_in_element
+text_to_be_present_in_element_value
+frame_to_be_available_and_switch_to_it
+invisibility_of_element_located
+element_to_be_clickable - it is Displayed and Enabled.
+staleness_of
+element_to_be_selected
+element_located_to_be_selected
+element_selection_state_to_be
+element_located_selection_state_to_be
+alert_is_present
+'''
\ No newline at end of file
diff --git a/megapixels/commands/demo/face_3ddfa.py b/megapixels/commands/demo/face_3ddfa.py
index 90359159..23bbcf7e 100644
--- a/megapixels/commands/demo/face_3ddfa.py
+++ b/megapixels/commands/demo/face_3ddfa.py
@@ -300,6 +300,9 @@ def cli(ctx, opt_fp_in, opt_dir_out, opt_gpu, opt_bbox_init,
     fp_out = join(fpp_out, f'{fpp_in.stem}.obj')
     write_obj_with_colors(fp_out, vertices_orig, triangles, colors)
 
+    fp_out = join(fpp_out, f'{fpp_in.stem}.txt')
+    np.savetxt(fp_out, pts68, fmt='%.3f')
+
 
   # ----------------------------------------------------------------------------
   # display
diff --git a/megapixels/commands/processor/_old_files_to_face_rois.py b/megapixels/commands/processor/_old_files_to_face_rois.py
index d92cbd74..895f4718 100644
--- a/megapixels/commands/processor/_old_files_to_face_rois.py
+++ b/megapixels/commands/processor/_old_files_to_face_rois.py
@@ -1,4 +1,4 @@
-"""
+ """
 Crop images to prepare for training
 """
 
diff --git a/megapixels/commands/visualize/weasyprinter.py b/megapixels/commands/visualize/weasyprinter.py
new file mode 100644
index 00000000..4e9cd1ac
--- /dev/null
+++ b/megapixels/commands/visualize/weasyprinter.py
@@ -0,0 +1,54 @@
+"""
+Crop images to prepare for training
+"""
+
+import click
+# from PIL import Image, ImageOps, ImageFilter, ImageDraw
+
+from app.settings import types
+from app.utils import click_utils
+from app.settings import app_cfg as cfg
+
+color_filters = {'color': 1, 'gray': 2, 'all': 3}
+
+@click.command()
+@click.option('--html', 'opt_fp_in_html', required=True,
+  help='Input HTML')
+@click.option('--css', 'opt_fp_in_css', required=True,
+  help='Input CSS')
+@click.option('-o', '--output', 'opt_fp_out', required=True,
+  help='Output PDF')
+@click.option('-f', '--force', 'opt_force', is_flag=True,
+  help='Force overwrite file')
+@click.pass_context
+def cli(ctx, opt_fp_in_html, opt_fp_in_css, opt_fp_out, opt_force):
+  """Generates PDF files from HTML, CSS"""
+  
+  import sys
+  import os
+  from os.path import join
+  from pathlib import Path
+  
+  from tqdm import tqdm
+  import numpy as np
+  import pandas as pd
+  from weasyprint import HTML, CSS
+  from weasyprint.fonts import FontConfiguration
+
+  from app.utils import logger_utils, file_utils, im_utils, display_utils, draw_utils
+  from app.utils import plot_utils
+  from app.models.data_store import DataStore
+
+  # -------------------------------------------------
+  # init here
+
+  log = logger_utils.Logger.getLogger()
+
+
+  font_config = FontConfiguration()
+  html = HTML(filename=opt_fp_in_html)
+  css  = CSS(filename=opt_fp_in_css)
+  document = html.render(stylesheets=[css], font_config=font_config)
+  document.resolve_links()
+  document.make_bookmark_tree()
+  document.write_pdf(opt_fp_out)
\ No newline at end of file
diff --git a/notes/frameworks/cairo.md b/notes/frameworks/cairo.md
index 3eeb2159..4022ae54 100644
--- a/notes/frameworks/cairo.md
+++ b/notes/frameworks/cairo.md
@@ -1,8 +1,6 @@
 # Cairo
 
-WeasyPrint relies on Cairo>1.14.~ but cairo=1.15.* didn't install correctly. Cairo 1.16.0 tested and works as of Feb 9
-
-Install cairo on Ubuntu 16.04 for WeasyPrint
+Requires cairo built form source. The conda builds dont' work: unable to render background-image css. On Ubuntu18+ might be able to install with apt. For Ubuntu 16.04 run:
 
 ```
 wget https://www.cairographics.org/releases/cairo-1.16.0.tar.xz
@@ -11,7 +9,18 @@ cd cairo-1.16.0
 ./configure --prefix=$HOME/code/cairo
 make
 make install
-export PKG_CONFIG_PATH=$HOME/code/cairo/lib/pkgconfig
-export LD_LIBRARY_PATH=$HOME/code/cairo/lib
+export PKG_CONFIG_PATH=$HOME/code/cairo/lib/pkgconfig:$PKG_CONFIG
+export LD_LIBRARY_PATH=$HOME/code/cairo/lib:$LD_LIBRARY_PATH
 # pip install weasyprint
-```
\ No newline at end of file
+```
+
+Virtualenv
+- Works in virtualenv with python `mkvirtualenv weasycairo -p python3.6`
+- Doesn't work in virtualenv w/o cairo local build paths, cairo is < 1.15.4
+
+Conda
+- Works in conda env with python 3.6 and cairo built on system with paths set
+- doesn't work with conda build of 1.16 (both builds don't work)
+- Doesnt work in megapixels conda env even with local cairo build
+
+WeasyPrint relies on Cairo>1.15.4. Locally built Cairo 1.16.0 tested and works as of Feb 9. But the conda installed Cairo 16 has issues
\ No newline at end of file
diff --git a/notes/frameworks/dlib.md b/notes/frameworks/dlib.md
index a497f761..decf182b 100644
--- a/notes/frameworks/dlib.md
+++ b/notes/frameworks/dlib.md
@@ -1,7 +1,20 @@
 # dlib
 
+
+```
+git clone https://github.com/davisking/dlib.git
+cd dlib
+mkdir build
+d build
+cmake .. -DDLIB_USE_CUDA=1 -DUSE_AVX_INSTRUCTIONS=1
+cmake --build .
+cd ..
+python setup.py install --yes USE_AVX_INSTRUCTIONS --yes DLIB_USE_CUDA
+python -c 'import dlib;print(f'dlib GPU installed: {dlib.DLIB_USE_CUDA})'
+```
+
 - dlib==19.7 required for `face_recognition`
 - dlib==19.6 works for 3ddfa
-
 - `libmkl_rt.so` is missing: `export LD_LIBRARY_PATH=/home/adam/anaconda3/lib/:$LD_LIBRARY_PATH`
-- if `lib16..so` is missing: `apt install libboost-all-dev`
\ No newline at end of file
+- if `lib16..so` is missing: `apt install libboost-all-dev`
+- libmkl_rt.so canont open shared object file: <https://github.com/davisking/dlib/issues/587>
\ No newline at end of file
diff --git a/notes/frameworks/jupyter.md b/notes/frameworks/jupyter.md
new file mode 100644
index 00000000..787fa4b9
--- /dev/null
+++ b/notes/frameworks/jupyter.md
@@ -0,0 +1,6 @@
+# Jupyter
+
+- `conda install nb_conda nb_conda_kernels jupyter`
+- add `python -m ipykernel install --user --name megapixels`
+- remove `jupyter kernelspec remove weasycairo_ve_36`
+- list `jupyter kernelspec list`
\ No newline at end of file