Comments (6)
khornlund
commented on May 30, 2024
I don't know, but it's possible it's an issue caused by new versions of the dependencies. Here are the versions from my environment, you could try editing environment.yml to use these versions
In particular try setting the version of albumentations, as that's what seems to be throwing the error
# packages in environment at /home/khornlund/.conda/envs/sever:
#
# Name Version Build Channel
_libgcc_mutex 0.1 main
absl-py 0.8.0 py36_0 conda-forge
albumentations 0.3.3 pypi_0 pypi
apex 0.1 pypi_0 pypi
asn1crypto 0.24.0 py36_1003 conda-forge
astor 0.7.1 py_0 conda-forge
atomicwrites 1.3.0 py_0 conda-forge
attrs 19.1.0 py_0 conda-forge
autopep8 1.4.4 py_0 conda-forge
backcall 0.1.0 py_0 conda-forge
backports 1.0 py_2 conda-forge
backports.weakref 1.0rc1 py36_1 conda-forge
binutils_impl_linux-64 2.31.1 h6176602_1
binutils_linux-64 2.31.1 h6176602_9 conda-forge
bleach 1.5.0 py36_0 conda-forge
bzip2 1.0.8 h516909a_1 conda-forge
c-ares 1.15.0 h516909a_1001 conda-forge
ca-certificates 2020.4.5.1 hecc5488_0 conda-forge
cachetools 3.1.1 py_0 conda-forge
cairo 1.16.0 hfb77d84_1002 conda-forge
certifi 2020.4.5.1 py36h9f0ad1d_0 conda-forge
cffi 1.12.3 py36h8022711_0 conda-forge
chardet 3.0.4 py36_1003 conda-forge
click 7.0 py_0 conda-forge
cloudpickle 1.2.2 py_0 conda-forge
cryptography 2.7 py36h72c5cf5_0 conda-forge
cudatoolkit 10.0.130 0
cycler 0.10.0 py_1 conda-forge
cytoolz 0.10.0 py36h516909a_0 conda-forge
dask-core 2.4.0 py_0 conda-forge
dbus 1.13.6 he372182_0 conda-forge
decorator 4.4.0 py_0 conda-forge
defusedxml 0.5.0 py_1 conda-forge
docutils 0.15.2 py36_0 conda-forge
efficientnet-pytorch 0.4.0 pypi_0 pypi
entrypoints 0.3 py36_1000 conda-forge
expat 2.2.5 he1b5a44_1003 conda-forge
ffmpeg 4.1.3 h167e202_0 conda-forge
flake8 3.7.8 py36_1 conda-forge
fontconfig 2.13.1 h86ecdb6_1001 conda-forge
freetype 2.10.0 he983fc9_1 conda-forge
future 0.17.1 py36_1000 conda-forge
gast 0.3.2 py_0 conda-forge
gcc_impl_linux-64 7.3.0 habb00fd_1 conda-forge
gcc_linux-64 7.3.0 h553295d_9 conda-forge
geos 3.7.2 he1b5a44_2 conda-forge
gettext 0.19.8.1 hc5be6a0_1002 conda-forge
giflib 5.1.9 h516909a_0 conda-forge
glib 2.58.3 h6f030ca_1002 conda-forge
gmp 6.1.2 hf484d3e_1000 conda-forge
gnutls 3.6.5 hd3a4fd2_1002 conda-forge
google-api-core 1.17.0 py36h9f0ad1d_0 conda-forge
google-auth 1.14.0 pyh9f0ad1d_0 conda-forge
google-cloud-core 1.3.0 py_0 conda-forge
google-cloud-storage 1.27.0 pyh9f0ad1d_0 conda-forge
google-pasta 0.1.7 py_0 conda-forge
google-resumable-media 0.5.0 py_1 conda-forge
googleapis-common-protos 1.51.0 py36h9f0ad1d_2 conda-forge
graphite2 1.3.13 hf484d3e_1000 conda-forge
grpcio 1.23.0 py36he9ae1f9_0 conda-forge
gst-plugins-base 1.14.5 h0935bb2_0 conda-forge
gstreamer 1.14.5 h36ae1b5_0 conda-forge
gxx_impl_linux-64 7.3.0 hdf63c60_1 conda-forge
gxx_linux-64 7.3.0 h553295d_9 conda-forge
h5py 2.9.0 py36h31fdc65_1000 conda-forge
harfbuzz 2.4.0 h9f30f68_3 conda-forge
hdf5 1.10.4 nompi_h3c11f04_1106 conda-forge
horovod 0.18.1 pypi_0 pypi
html5lib 0.9999999 py36_0 conda-forge
icu 64.2 he1b5a44_1 conda-forge
idna 2.8 py36_1000 conda-forge
imageio 2.5.0 py36_0 conda-forge
imgaug 0.2.6 pypi_0 pypi
importlib_metadata 0.23 py36_0 conda-forge
intel-openmp 2019.4 243
ipykernel 5.1.2 py36h5ca1d4c_0 conda-forge
ipython 7.8.0 py36h5ca1d4c_0 conda-forge
ipython_genutils 0.2.0 py_1 conda-forge
ipywidgets 7.5.1 py_0 conda-forge
jasper 1.900.1 h07fcdf6_1006 conda-forge
jedi 0.15.1 py36_0 conda-forge
jinja2 2.10.1 py_0 conda-forge
joblib 0.13.2 py_0 conda-forge
jpeg 9c h14c3975_1001 conda-forge
jsonschema 3.0.2 py36_0 conda-forge
jupyter 1.0.0 py_2 conda-forge
jupyter_client 5.3.3 py_0 conda-forge
jupyter_console 6.0.0 py_0 conda-forge
jupyter_core 4.4.0 py_0 conda-forge
kaggle 1.5.6 py36_0 conda-forge
keras-applications 1.0.8 py_1 conda-forge
keras-preprocessing 1.1.0 py_0 conda-forge
kiwisolver 1.1.0 py36hc9558a2_0 conda-forge
krb5 1.16.3 h05b26f9_1001 conda-forge
lame 3.100 h14c3975_1001 conda-forge
libblas 3.8.0 12_openblas conda-forge
libcblas 3.8.0 12_openblas conda-forge
libcurl 7.65.3 hda55be3_0 conda-forge
libedit 3.1.20170329 hf8c457e_1001 conda-forge
libffi 3.2.1 he1b5a44_1006 conda-forge
libgcc-ng 9.1.0 hdf63c60_0
libgfortran-ng 7.3.0 hdf63c60_0
libiconv 1.15 h516909a_1005 conda-forge
liblapack 3.8.0 12_openblas conda-forge
liblapacke 3.8.0 12_openblas conda-forge
libopenblas 0.3.7 h6e990d7_1 conda-forge
libpng 1.6.37 hed695b0_0 conda-forge
libprotobuf 3.9.2 h8b12597_0 conda-forge
libsodium 1.0.17 h516909a_0 conda-forge
libssh2 1.8.2 h22169c7_2 conda-forge
libstdcxx-ng 9.1.0 hdf63c60_0
libtiff 4.0.10 h57b8799_1003 conda-forge
libuuid 2.32.1 h14c3975_1000 conda-forge
libwebp 1.0.2 h576950b_1 conda-forge
libxcb 1.13 h14c3975_1002 conda-forge
libxml2 2.9.9 hee79883_5 conda-forge
llvmlite 0.29.0 py36hfd453ef_1 conda-forge
lz4-c 1.8.3 he1b5a44_1001 conda-forge
markdown 3.1.1 py_0 conda-forge
markupsafe 1.1.1 py36h14c3975_0 conda-forge
matplotlib 3.1.1 py36_1 conda-forge
matplotlib-base 3.1.1 py36he7580a8_1 conda-forge
mccabe 0.6.1 py_1 conda-forge
mistune 0.8.4 py36h14c3975_1000 conda-forge
mkl 2019.4 243
mock 3.0.5 py36_0 conda-forge
more-itertools 7.2.0 py_0 conda-forge
munch 2.3.2 pypi_0 pypi
nbconvert 5.6.0 py36_1 conda-forge
nbformat 4.4.0 py_1 conda-forge
ncurses 6.1 hf484d3e_1002 conda-forge
nettle 3.4.1 h1bed415_1002 conda-forge
networkx 2.3 py_0 conda-forge
ninja 1.9.0 h6bb024c_0 conda-forge
notebook 6.0.1 py36_0 conda-forge
numba 0.45.1 py36hb3f55d8_0 conda-forge
numpy 1.17.2 py36h95a1406_0 conda-forge
olefile 0.46 py_0 conda-forge
opencv 4.1.0 py36h5517eff_4 conda-forge
opencv-python-headless 4.1.1.26 pypi_0 pypi
openh264 1.8.0 hdbcaa40_1000 conda-forge
openssl 1.1.1f h516909a_0 conda-forge
packaging 19.2 py_0 conda-forge
pandas 0.25.1 py36hb3f55d8_0 conda-forge
pandoc 2.7.3 0 conda-forge
pandocfilters 1.4.2 py_1 conda-forge
parso 0.5.1 py_0 conda-forge
patsy 0.5.1 py_0 conda-forge
pcre 8.41 hf484d3e_1003 conda-forge
pexpect 4.7.0 py36_0 conda-forge
pickleshare 0.7.5 py36_1000 conda-forge
pillow 6.1.0 py36h6b7be26_1 conda-forge
pip 19.2.3 py36_0 conda-forge
pixman 0.38.0 h516909a_1003 conda-forge
pluggy 0.12.0 py_0 conda-forge
pretrainedmodels 0.7.4 pypi_0 pypi
prometheus_client 0.7.1 py_0 conda-forge
prompt_toolkit 2.0.9 py_0 conda-forge
protobuf 3.9.2 py36he1b5a44_0 conda-forge
psutil 5.6.3 pypi_0 pypi
pthread-stubs 0.4 h14c3975_1001 conda-forge
ptyprocess 0.6.0 py_1001 conda-forge
py 1.8.0 py_0 conda-forge
pyasn1 0.4.8 py_0 conda-forge
pyasn1-modules 0.2.7 py_0 conda-forge
pycodestyle 2.5.0 py_0 conda-forge
pycparser 2.19 py36_1 conda-forge
pyflakes 2.1.1 py_0 conda-forge
pygments 2.4.2 py_0 conda-forge
pyopenssl 19.0.0 py36_0 conda-forge
pyparsing 2.4.2 py_0 conda-forge
pyqt 5.9.2 py36hcca6a23_4 conda-forge
pyrsistent 0.15.4 py36h516909a_0 conda-forge
pysocks 1.7.1 py36_0 conda-forge
pytest 5.0.1 py36_0 conda-forge
python 3.6.7 h357f687_1005 conda-forge
python-dateutil 2.8.0 py_0 conda-forge
python-slugify 3.0.3 py_0 conda-forge
python_abi 3.6 1_cp36m conda-forge
pytorch 1.2.0 py3.6_cuda10.0.130_cudnn7.6.2_0 pytorch
pytz 2019.2 py_0 conda-forge
pywavelets 1.0.3 py36hd352d35_1 conda-forge
pyyaml 5.1.2 py36h516909a_0 conda-forge
pyzmq 18.1.0 py36h1768529_0 conda-forge
qt 5.9.7 h0c104cb_3 conda-forge
qtconsole 4.5.5 py_0 conda-forge
readline 8.0 hf8c457e_0 conda-forge
requests 2.22.0 py36_1 conda-forge
rope 0.14.0 py_0 conda-forge
rsa 4.0 py_0 conda-forge
scikit-image 0.15.0 py36hb3f55d8_2 conda-forge
scikit-learn 0.21.3 py36hcdab131_0 conda-forge
scipy 1.3.1 py36h921218d_2 conda-forge
seaborn 0.9.0 py_1 conda-forge
segmentation-models-pytorch 0.0.3 dev_0 <develop>
send2trash 1.5.0 py_0 conda-forge
setuptools 41.2.0 py36_0 conda-forge
sever 0.0.1 dev_0 <develop>
shapely 1.6.4 py36hec07ddf_1006 conda-forge
sip 4.19.8 py36hf484d3e_1000 conda-forge
six 1.12.0 py36_1000 conda-forge
sqlite 3.29.0 hcee41ef_1 conda-forge
statsmodels 0.10.1 py36hc1659b7_0 conda-forge
tensorboard 1.14.0 py36_0 conda-forge
tensorflow 1.3.0 py36_0 conda-forge
tensorflow-base 1.14.0 eigen_py36hf4a566f_0
tensorflow-estimator 1.13.0 py_0
termcolor 1.1.0 py_2 conda-forge
terminado 0.8.2 py36_0 conda-forge
testpath 0.4.2 py_1001 conda-forge
text-unidecode 1.2 py_0 conda-forge
tk 8.6.9 hed695b0_1003 conda-forge
toolz 0.10.0 py_0 conda-forge
torchvision 0.4.0 py36_cu100 pytorch
tornado 6.0.3 py36h516909a_0 conda-forge
tqdm 4.36.1 py_0 conda-forge
traitlets 4.3.2 py36_1000 conda-forge
unidecode 1.1.1 py_0 conda-forge
urllib3 1.24.3 py36_0 conda-forge
wcwidth 0.1.7 py_1 conda-forge
webencodings 0.5.1 py_1 conda-forge
werkzeug 0.16.0 py_0 conda-forge
wheel 0.33.6 py36_0 conda-forge
widgetsnbextension 3.5.1 py36_0 conda-forge
wrapt 1.11.2 py36h516909a_0 conda-forge
x264 1!152.20180806 h14c3975_0 conda-forge
xorg-kbproto 1.0.7 h14c3975_1002 conda-forge
xorg-libice 1.0.10 h516909a_0 conda-forge
xorg-libsm 1.2.3 h84519dc_1000 conda-forge
xorg-libx11 1.6.8 h516909a_0 conda-forge
xorg-libxau 1.0.9 h14c3975_0 conda-forge
xorg-libxdmcp 1.1.3 h516909a_0 conda-forge
xorg-libxext 1.3.4 h516909a_0 conda-forge
xorg-libxrender 0.9.10 h516909a_1002 conda-forge
xorg-renderproto 0.11.1 h14c3975_1002 conda-forge
xorg-xextproto 7.3.0 h14c3975_1002 conda-forge
xorg-xproto 7.0.31 h14c3975_1007 conda-forge
xz 5.2.4 h14c3975_1001 conda-forge
yaml 0.1.7 h14c3975_1001 conda-forge
zeromq 4.3.2 he1b5a44_2 conda-forge
zipp 0.6.0 py_0 conda-forge
zlib 1.2.11 h516909a_1006 conda-forge
zstd 1.4.0 h3b9ef0a_0 conda-forge
from severstal-steel-defect-detection.
jyothir07
commented on May 30, 2024
I don't know, but it's possible it's an issue caused by new versions of the dependencies. Here are the versions from my environment, you could try editing
environment.ymlto use these versionsIn particular try setting the version of
albumentations, as that's what seems to be throwing the error# packages in environment at /home/khornlund/.conda/envs/sever: # # Name Version Build Channel _libgcc_mutex 0.1 main absl-py 0.8.0 py36_0 conda-forge albumentations 0.3.3 pypi_0 pypi apex 0.1 pypi_0 pypi asn1crypto 0.24.0 py36_1003 conda-forge astor 0.7.1 py_0 conda-forge atomicwrites 1.3.0 py_0 conda-forge attrs 19.1.0 py_0 conda-forge autopep8 1.4.4 py_0 conda-forge backcall 0.1.0 py_0 conda-forge backports 1.0 py_2 conda-forge backports.weakref 1.0rc1 py36_1 conda-forge binutils_impl_linux-64 2.31.1 h6176602_1 binutils_linux-64 2.31.1 h6176602_9 conda-forge bleach 1.5.0 py36_0 conda-forge bzip2 1.0.8 h516909a_1 conda-forge c-ares 1.15.0 h516909a_1001 conda-forge ca-certificates 2020.4.5.1 hecc5488_0 conda-forge cachetools 3.1.1 py_0 conda-forge cairo 1.16.0 hfb77d84_1002 conda-forge certifi 2020.4.5.1 py36h9f0ad1d_0 conda-forge cffi 1.12.3 py36h8022711_0 conda-forge chardet 3.0.4 py36_1003 conda-forge click 7.0 py_0 conda-forge cloudpickle 1.2.2 py_0 conda-forge cryptography 2.7 py36h72c5cf5_0 conda-forge cudatoolkit 10.0.130 0 cycler 0.10.0 py_1 conda-forge cytoolz 0.10.0 py36h516909a_0 conda-forge dask-core 2.4.0 py_0 conda-forge dbus 1.13.6 he372182_0 conda-forge decorator 4.4.0 py_0 conda-forge defusedxml 0.5.0 py_1 conda-forge docutils 0.15.2 py36_0 conda-forge efficientnet-pytorch 0.4.0 pypi_0 pypi entrypoints 0.3 py36_1000 conda-forge expat 2.2.5 he1b5a44_1003 conda-forge ffmpeg 4.1.3 h167e202_0 conda-forge flake8 3.7.8 py36_1 conda-forge fontconfig 2.13.1 h86ecdb6_1001 conda-forge freetype 2.10.0 he983fc9_1 conda-forge future 0.17.1 py36_1000 conda-forge gast 0.3.2 py_0 conda-forge gcc_impl_linux-64 7.3.0 habb00fd_1 conda-forge gcc_linux-64 7.3.0 h553295d_9 conda-forge geos 3.7.2 he1b5a44_2 conda-forge gettext 0.19.8.1 hc5be6a0_1002 conda-forge giflib 5.1.9 h516909a_0 conda-forge glib 2.58.3 h6f030ca_1002 conda-forge gmp 6.1.2 hf484d3e_1000 conda-forge gnutls 3.6.5 hd3a4fd2_1002 conda-forge google-api-core 1.17.0 py36h9f0ad1d_0 conda-forge google-auth 1.14.0 pyh9f0ad1d_0 conda-forge google-cloud-core 1.3.0 py_0 conda-forge google-cloud-storage 1.27.0 pyh9f0ad1d_0 conda-forge google-pasta 0.1.7 py_0 conda-forge google-resumable-media 0.5.0 py_1 conda-forge googleapis-common-protos 1.51.0 py36h9f0ad1d_2 conda-forge graphite2 1.3.13 hf484d3e_1000 conda-forge grpcio 1.23.0 py36he9ae1f9_0 conda-forge gst-plugins-base 1.14.5 h0935bb2_0 conda-forge gstreamer 1.14.5 h36ae1b5_0 conda-forge gxx_impl_linux-64 7.3.0 hdf63c60_1 conda-forge gxx_linux-64 7.3.0 h553295d_9 conda-forge h5py 2.9.0 py36h31fdc65_1000 conda-forge harfbuzz 2.4.0 h9f30f68_3 conda-forge hdf5 1.10.4 nompi_h3c11f04_1106 conda-forge horovod 0.18.1 pypi_0 pypi html5lib 0.9999999 py36_0 conda-forge icu 64.2 he1b5a44_1 conda-forge idna 2.8 py36_1000 conda-forge imageio 2.5.0 py36_0 conda-forge imgaug 0.2.6 pypi_0 pypi importlib_metadata 0.23 py36_0 conda-forge intel-openmp 2019.4 243 ipykernel 5.1.2 py36h5ca1d4c_0 conda-forge ipython 7.8.0 py36h5ca1d4c_0 conda-forge ipython_genutils 0.2.0 py_1 conda-forge ipywidgets 7.5.1 py_0 conda-forge jasper 1.900.1 h07fcdf6_1006 conda-forge jedi 0.15.1 py36_0 conda-forge jinja2 2.10.1 py_0 conda-forge joblib 0.13.2 py_0 conda-forge jpeg 9c h14c3975_1001 conda-forge jsonschema 3.0.2 py36_0 conda-forge jupyter 1.0.0 py_2 conda-forge jupyter_client 5.3.3 py_0 conda-forge jupyter_console 6.0.0 py_0 conda-forge jupyter_core 4.4.0 py_0 conda-forge kaggle 1.5.6 py36_0 conda-forge keras-applications 1.0.8 py_1 conda-forge keras-preprocessing 1.1.0 py_0 conda-forge kiwisolver 1.1.0 py36hc9558a2_0 conda-forge krb5 1.16.3 h05b26f9_1001 conda-forge lame 3.100 h14c3975_1001 conda-forge libblas 3.8.0 12_openblas conda-forge libcblas 3.8.0 12_openblas conda-forge libcurl 7.65.3 hda55be3_0 conda-forge libedit 3.1.20170329 hf8c457e_1001 conda-forge libffi 3.2.1 he1b5a44_1006 conda-forge libgcc-ng 9.1.0 hdf63c60_0 libgfortran-ng 7.3.0 hdf63c60_0 libiconv 1.15 h516909a_1005 conda-forge liblapack 3.8.0 12_openblas conda-forge liblapacke 3.8.0 12_openblas conda-forge libopenblas 0.3.7 h6e990d7_1 conda-forge libpng 1.6.37 hed695b0_0 conda-forge libprotobuf 3.9.2 h8b12597_0 conda-forge libsodium 1.0.17 h516909a_0 conda-forge libssh2 1.8.2 h22169c7_2 conda-forge libstdcxx-ng 9.1.0 hdf63c60_0 libtiff 4.0.10 h57b8799_1003 conda-forge libuuid 2.32.1 h14c3975_1000 conda-forge libwebp 1.0.2 h576950b_1 conda-forge libxcb 1.13 h14c3975_1002 conda-forge libxml2 2.9.9 hee79883_5 conda-forge llvmlite 0.29.0 py36hfd453ef_1 conda-forge lz4-c 1.8.3 he1b5a44_1001 conda-forge markdown 3.1.1 py_0 conda-forge markupsafe 1.1.1 py36h14c3975_0 conda-forge matplotlib 3.1.1 py36_1 conda-forge matplotlib-base 3.1.1 py36he7580a8_1 conda-forge mccabe 0.6.1 py_1 conda-forge mistune 0.8.4 py36h14c3975_1000 conda-forge mkl 2019.4 243 mock 3.0.5 py36_0 conda-forge more-itertools 7.2.0 py_0 conda-forge munch 2.3.2 pypi_0 pypi nbconvert 5.6.0 py36_1 conda-forge nbformat 4.4.0 py_1 conda-forge ncurses 6.1 hf484d3e_1002 conda-forge nettle 3.4.1 h1bed415_1002 conda-forge networkx 2.3 py_0 conda-forge ninja 1.9.0 h6bb024c_0 conda-forge notebook 6.0.1 py36_0 conda-forge numba 0.45.1 py36hb3f55d8_0 conda-forge numpy 1.17.2 py36h95a1406_0 conda-forge olefile 0.46 py_0 conda-forge opencv 4.1.0 py36h5517eff_4 conda-forge opencv-python-headless 4.1.1.26 pypi_0 pypi openh264 1.8.0 hdbcaa40_1000 conda-forge openssl 1.1.1f h516909a_0 conda-forge packaging 19.2 py_0 conda-forge pandas 0.25.1 py36hb3f55d8_0 conda-forge pandoc 2.7.3 0 conda-forge pandocfilters 1.4.2 py_1 conda-forge parso 0.5.1 py_0 conda-forge patsy 0.5.1 py_0 conda-forge pcre 8.41 hf484d3e_1003 conda-forge pexpect 4.7.0 py36_0 conda-forge pickleshare 0.7.5 py36_1000 conda-forge pillow 6.1.0 py36h6b7be26_1 conda-forge pip 19.2.3 py36_0 conda-forge pixman 0.38.0 h516909a_1003 conda-forge pluggy 0.12.0 py_0 conda-forge pretrainedmodels 0.7.4 pypi_0 pypi prometheus_client 0.7.1 py_0 conda-forge prompt_toolkit 2.0.9 py_0 conda-forge protobuf 3.9.2 py36he1b5a44_0 conda-forge psutil 5.6.3 pypi_0 pypi pthread-stubs 0.4 h14c3975_1001 conda-forge ptyprocess 0.6.0 py_1001 conda-forge py 1.8.0 py_0 conda-forge pyasn1 0.4.8 py_0 conda-forge pyasn1-modules 0.2.7 py_0 conda-forge pycodestyle 2.5.0 py_0 conda-forge pycparser 2.19 py36_1 conda-forge pyflakes 2.1.1 py_0 conda-forge pygments 2.4.2 py_0 conda-forge pyopenssl 19.0.0 py36_0 conda-forge pyparsing 2.4.2 py_0 conda-forge pyqt 5.9.2 py36hcca6a23_4 conda-forge pyrsistent 0.15.4 py36h516909a_0 conda-forge pysocks 1.7.1 py36_0 conda-forge pytest 5.0.1 py36_0 conda-forge python 3.6.7 h357f687_1005 conda-forge python-dateutil 2.8.0 py_0 conda-forge python-slugify 3.0.3 py_0 conda-forge python_abi 3.6 1_cp36m conda-forge pytorch 1.2.0 py3.6_cuda10.0.130_cudnn7.6.2_0 pytorch pytz 2019.2 py_0 conda-forge pywavelets 1.0.3 py36hd352d35_1 conda-forge pyyaml 5.1.2 py36h516909a_0 conda-forge pyzmq 18.1.0 py36h1768529_0 conda-forge qt 5.9.7 h0c104cb_3 conda-forge qtconsole 4.5.5 py_0 conda-forge readline 8.0 hf8c457e_0 conda-forge requests 2.22.0 py36_1 conda-forge rope 0.14.0 py_0 conda-forge rsa 4.0 py_0 conda-forge scikit-image 0.15.0 py36hb3f55d8_2 conda-forge scikit-learn 0.21.3 py36hcdab131_0 conda-forge scipy 1.3.1 py36h921218d_2 conda-forge seaborn 0.9.0 py_1 conda-forge segmentation-models-pytorch 0.0.3 dev_0 <develop> send2trash 1.5.0 py_0 conda-forge setuptools 41.2.0 py36_0 conda-forge sever 0.0.1 dev_0 <develop> shapely 1.6.4 py36hec07ddf_1006 conda-forge sip 4.19.8 py36hf484d3e_1000 conda-forge six 1.12.0 py36_1000 conda-forge sqlite 3.29.0 hcee41ef_1 conda-forge statsmodels 0.10.1 py36hc1659b7_0 conda-forge tensorboard 1.14.0 py36_0 conda-forge tensorflow 1.3.0 py36_0 conda-forge tensorflow-base 1.14.0 eigen_py36hf4a566f_0 tensorflow-estimator 1.13.0 py_0 termcolor 1.1.0 py_2 conda-forge terminado 0.8.2 py36_0 conda-forge testpath 0.4.2 py_1001 conda-forge text-unidecode 1.2 py_0 conda-forge tk 8.6.9 hed695b0_1003 conda-forge toolz 0.10.0 py_0 conda-forge torchvision 0.4.0 py36_cu100 pytorch tornado 6.0.3 py36h516909a_0 conda-forge tqdm 4.36.1 py_0 conda-forge traitlets 4.3.2 py36_1000 conda-forge unidecode 1.1.1 py_0 conda-forge urllib3 1.24.3 py36_0 conda-forge wcwidth 0.1.7 py_1 conda-forge webencodings 0.5.1 py_1 conda-forge werkzeug 0.16.0 py_0 conda-forge wheel 0.33.6 py36_0 conda-forge widgetsnbextension 3.5.1 py36_0 conda-forge wrapt 1.11.2 py36h516909a_0 conda-forge x264 1!152.20180806 h14c3975_0 conda-forge xorg-kbproto 1.0.7 h14c3975_1002 conda-forge xorg-libice 1.0.10 h516909a_0 conda-forge xorg-libsm 1.2.3 h84519dc_1000 conda-forge xorg-libx11 1.6.8 h516909a_0 conda-forge xorg-libxau 1.0.9 h14c3975_0 conda-forge xorg-libxdmcp 1.1.3 h516909a_0 conda-forge xorg-libxext 1.3.4 h516909a_0 conda-forge xorg-libxrender 0.9.10 h516909a_1002 conda-forge xorg-renderproto 0.11.1 h14c3975_1002 conda-forge xorg-xextproto 7.3.0 h14c3975_1002 conda-forge xorg-xproto 7.0.31 h14c3975_1007 conda-forge xz 5.2.4 h14c3975_1001 conda-forge yaml 0.1.7 h14c3975_1001 conda-forge zeromq 4.3.2 he1b5a44_2 conda-forge zipp 0.6.0 py_0 conda-forge zlib 1.2.11 h516909a_1006 conda-forge zstd 1.4.0 h3b9ef0a_0 conda-forge
Thank you so much for your fast reply. I'll try that
from severstal-steel-defect-detection.
jyothir07
commented on May 30, 2024
I don't know, but it's possible it's an issue caused by new versions of the dependencies. Here are the versions from my environment, you could try editing
environment.ymlto use these versionsIn particular try setting the version of
albumentations, as that's what seems to be throwing the error# packages in environment at /home/khornlund/.conda/envs/sever: # # Name Version Build Channel _libgcc_mutex 0.1 main absl-py 0.8.0 py36_0 conda-forge albumentations 0.3.3 pypi_0 pypi apex 0.1 pypi_0 pypi asn1crypto 0.24.0 py36_1003 conda-forge astor 0.7.1 py_0 conda-forge atomicwrites 1.3.0 py_0 conda-forge attrs 19.1.0 py_0 conda-forge autopep8 1.4.4 py_0 conda-forge backcall 0.1.0 py_0 conda-forge backports 1.0 py_2 conda-forge backports.weakref 1.0rc1 py36_1 conda-forge binutils_impl_linux-64 2.31.1 h6176602_1 binutils_linux-64 2.31.1 h6176602_9 conda-forge bleach 1.5.0 py36_0 conda-forge bzip2 1.0.8 h516909a_1 conda-forge c-ares 1.15.0 h516909a_1001 conda-forge ca-certificates 2020.4.5.1 hecc5488_0 conda-forge cachetools 3.1.1 py_0 conda-forge cairo 1.16.0 hfb77d84_1002 conda-forge certifi 2020.4.5.1 py36h9f0ad1d_0 conda-forge cffi 1.12.3 py36h8022711_0 conda-forge chardet 3.0.4 py36_1003 conda-forge click 7.0 py_0 conda-forge cloudpickle 1.2.2 py_0 conda-forge cryptography 2.7 py36h72c5cf5_0 conda-forge cudatoolkit 10.0.130 0 cycler 0.10.0 py_1 conda-forge cytoolz 0.10.0 py36h516909a_0 conda-forge dask-core 2.4.0 py_0 conda-forge dbus 1.13.6 he372182_0 conda-forge decorator 4.4.0 py_0 conda-forge defusedxml 0.5.0 py_1 conda-forge docutils 0.15.2 py36_0 conda-forge efficientnet-pytorch 0.4.0 pypi_0 pypi entrypoints 0.3 py36_1000 conda-forge expat 2.2.5 he1b5a44_1003 conda-forge ffmpeg 4.1.3 h167e202_0 conda-forge flake8 3.7.8 py36_1 conda-forge fontconfig 2.13.1 h86ecdb6_1001 conda-forge freetype 2.10.0 he983fc9_1 conda-forge future 0.17.1 py36_1000 conda-forge gast 0.3.2 py_0 conda-forge gcc_impl_linux-64 7.3.0 habb00fd_1 conda-forge gcc_linux-64 7.3.0 h553295d_9 conda-forge geos 3.7.2 he1b5a44_2 conda-forge gettext 0.19.8.1 hc5be6a0_1002 conda-forge giflib 5.1.9 h516909a_0 conda-forge glib 2.58.3 h6f030ca_1002 conda-forge gmp 6.1.2 hf484d3e_1000 conda-forge gnutls 3.6.5 hd3a4fd2_1002 conda-forge google-api-core 1.17.0 py36h9f0ad1d_0 conda-forge google-auth 1.14.0 pyh9f0ad1d_0 conda-forge google-cloud-core 1.3.0 py_0 conda-forge google-cloud-storage 1.27.0 pyh9f0ad1d_0 conda-forge google-pasta 0.1.7 py_0 conda-forge google-resumable-media 0.5.0 py_1 conda-forge googleapis-common-protos 1.51.0 py36h9f0ad1d_2 conda-forge graphite2 1.3.13 hf484d3e_1000 conda-forge grpcio 1.23.0 py36he9ae1f9_0 conda-forge gst-plugins-base 1.14.5 h0935bb2_0 conda-forge gstreamer 1.14.5 h36ae1b5_0 conda-forge gxx_impl_linux-64 7.3.0 hdf63c60_1 conda-forge gxx_linux-64 7.3.0 h553295d_9 conda-forge h5py 2.9.0 py36h31fdc65_1000 conda-forge harfbuzz 2.4.0 h9f30f68_3 conda-forge hdf5 1.10.4 nompi_h3c11f04_1106 conda-forge horovod 0.18.1 pypi_0 pypi html5lib 0.9999999 py36_0 conda-forge icu 64.2 he1b5a44_1 conda-forge idna 2.8 py36_1000 conda-forge imageio 2.5.0 py36_0 conda-forge imgaug 0.2.6 pypi_0 pypi importlib_metadata 0.23 py36_0 conda-forge intel-openmp 2019.4 243 ipykernel 5.1.2 py36h5ca1d4c_0 conda-forge ipython 7.8.0 py36h5ca1d4c_0 conda-forge ipython_genutils 0.2.0 py_1 conda-forge ipywidgets 7.5.1 py_0 conda-forge jasper 1.900.1 h07fcdf6_1006 conda-forge jedi 0.15.1 py36_0 conda-forge jinja2 2.10.1 py_0 conda-forge joblib 0.13.2 py_0 conda-forge jpeg 9c h14c3975_1001 conda-forge jsonschema 3.0.2 py36_0 conda-forge jupyter 1.0.0 py_2 conda-forge jupyter_client 5.3.3 py_0 conda-forge jupyter_console 6.0.0 py_0 conda-forge jupyter_core 4.4.0 py_0 conda-forge kaggle 1.5.6 py36_0 conda-forge keras-applications 1.0.8 py_1 conda-forge keras-preprocessing 1.1.0 py_0 conda-forge kiwisolver 1.1.0 py36hc9558a2_0 conda-forge krb5 1.16.3 h05b26f9_1001 conda-forge lame 3.100 h14c3975_1001 conda-forge libblas 3.8.0 12_openblas conda-forge libcblas 3.8.0 12_openblas conda-forge libcurl 7.65.3 hda55be3_0 conda-forge libedit 3.1.20170329 hf8c457e_1001 conda-forge libffi 3.2.1 he1b5a44_1006 conda-forge libgcc-ng 9.1.0 hdf63c60_0 libgfortran-ng 7.3.0 hdf63c60_0 libiconv 1.15 h516909a_1005 conda-forge liblapack 3.8.0 12_openblas conda-forge liblapacke 3.8.0 12_openblas conda-forge libopenblas 0.3.7 h6e990d7_1 conda-forge libpng 1.6.37 hed695b0_0 conda-forge libprotobuf 3.9.2 h8b12597_0 conda-forge libsodium 1.0.17 h516909a_0 conda-forge libssh2 1.8.2 h22169c7_2 conda-forge libstdcxx-ng 9.1.0 hdf63c60_0 libtiff 4.0.10 h57b8799_1003 conda-forge libuuid 2.32.1 h14c3975_1000 conda-forge libwebp 1.0.2 h576950b_1 conda-forge libxcb 1.13 h14c3975_1002 conda-forge libxml2 2.9.9 hee79883_5 conda-forge llvmlite 0.29.0 py36hfd453ef_1 conda-forge lz4-c 1.8.3 he1b5a44_1001 conda-forge markdown 3.1.1 py_0 conda-forge markupsafe 1.1.1 py36h14c3975_0 conda-forge matplotlib 3.1.1 py36_1 conda-forge matplotlib-base 3.1.1 py36he7580a8_1 conda-forge mccabe 0.6.1 py_1 conda-forge mistune 0.8.4 py36h14c3975_1000 conda-forge mkl 2019.4 243 mock 3.0.5 py36_0 conda-forge more-itertools 7.2.0 py_0 conda-forge munch 2.3.2 pypi_0 pypi nbconvert 5.6.0 py36_1 conda-forge nbformat 4.4.0 py_1 conda-forge ncurses 6.1 hf484d3e_1002 conda-forge nettle 3.4.1 h1bed415_1002 conda-forge networkx 2.3 py_0 conda-forge ninja 1.9.0 h6bb024c_0 conda-forge notebook 6.0.1 py36_0 conda-forge numba 0.45.1 py36hb3f55d8_0 conda-forge numpy 1.17.2 py36h95a1406_0 conda-forge olefile 0.46 py_0 conda-forge opencv 4.1.0 py36h5517eff_4 conda-forge opencv-python-headless 4.1.1.26 pypi_0 pypi openh264 1.8.0 hdbcaa40_1000 conda-forge openssl 1.1.1f h516909a_0 conda-forge packaging 19.2 py_0 conda-forge pandas 0.25.1 py36hb3f55d8_0 conda-forge pandoc 2.7.3 0 conda-forge pandocfilters 1.4.2 py_1 conda-forge parso 0.5.1 py_0 conda-forge patsy 0.5.1 py_0 conda-forge pcre 8.41 hf484d3e_1003 conda-forge pexpect 4.7.0 py36_0 conda-forge pickleshare 0.7.5 py36_1000 conda-forge pillow 6.1.0 py36h6b7be26_1 conda-forge pip 19.2.3 py36_0 conda-forge pixman 0.38.0 h516909a_1003 conda-forge pluggy 0.12.0 py_0 conda-forge pretrainedmodels 0.7.4 pypi_0 pypi prometheus_client 0.7.1 py_0 conda-forge prompt_toolkit 2.0.9 py_0 conda-forge protobuf 3.9.2 py36he1b5a44_0 conda-forge psutil 5.6.3 pypi_0 pypi pthread-stubs 0.4 h14c3975_1001 conda-forge ptyprocess 0.6.0 py_1001 conda-forge py 1.8.0 py_0 conda-forge pyasn1 0.4.8 py_0 conda-forge pyasn1-modules 0.2.7 py_0 conda-forge pycodestyle 2.5.0 py_0 conda-forge pycparser 2.19 py36_1 conda-forge pyflakes 2.1.1 py_0 conda-forge pygments 2.4.2 py_0 conda-forge pyopenssl 19.0.0 py36_0 conda-forge pyparsing 2.4.2 py_0 conda-forge pyqt 5.9.2 py36hcca6a23_4 conda-forge pyrsistent 0.15.4 py36h516909a_0 conda-forge pysocks 1.7.1 py36_0 conda-forge pytest 5.0.1 py36_0 conda-forge python 3.6.7 h357f687_1005 conda-forge python-dateutil 2.8.0 py_0 conda-forge python-slugify 3.0.3 py_0 conda-forge python_abi 3.6 1_cp36m conda-forge pytorch 1.2.0 py3.6_cuda10.0.130_cudnn7.6.2_0 pytorch pytz 2019.2 py_0 conda-forge pywavelets 1.0.3 py36hd352d35_1 conda-forge pyyaml 5.1.2 py36h516909a_0 conda-forge pyzmq 18.1.0 py36h1768529_0 conda-forge qt 5.9.7 h0c104cb_3 conda-forge qtconsole 4.5.5 py_0 conda-forge readline 8.0 hf8c457e_0 conda-forge requests 2.22.0 py36_1 conda-forge rope 0.14.0 py_0 conda-forge rsa 4.0 py_0 conda-forge scikit-image 0.15.0 py36hb3f55d8_2 conda-forge scikit-learn 0.21.3 py36hcdab131_0 conda-forge scipy 1.3.1 py36h921218d_2 conda-forge seaborn 0.9.0 py_1 conda-forge segmentation-models-pytorch 0.0.3 dev_0 <develop> send2trash 1.5.0 py_0 conda-forge setuptools 41.2.0 py36_0 conda-forge sever 0.0.1 dev_0 <develop> shapely 1.6.4 py36hec07ddf_1006 conda-forge sip 4.19.8 py36hf484d3e_1000 conda-forge six 1.12.0 py36_1000 conda-forge sqlite 3.29.0 hcee41ef_1 conda-forge statsmodels 0.10.1 py36hc1659b7_0 conda-forge tensorboard 1.14.0 py36_0 conda-forge tensorflow 1.3.0 py36_0 conda-forge tensorflow-base 1.14.0 eigen_py36hf4a566f_0 tensorflow-estimator 1.13.0 py_0 termcolor 1.1.0 py_2 conda-forge terminado 0.8.2 py36_0 conda-forge testpath 0.4.2 py_1001 conda-forge text-unidecode 1.2 py_0 conda-forge tk 8.6.9 hed695b0_1003 conda-forge toolz 0.10.0 py_0 conda-forge torchvision 0.4.0 py36_cu100 pytorch tornado 6.0.3 py36h516909a_0 conda-forge tqdm 4.36.1 py_0 conda-forge traitlets 4.3.2 py36_1000 conda-forge unidecode 1.1.1 py_0 conda-forge urllib3 1.24.3 py36_0 conda-forge wcwidth 0.1.7 py_1 conda-forge webencodings 0.5.1 py_1 conda-forge werkzeug 0.16.0 py_0 conda-forge wheel 0.33.6 py36_0 conda-forge widgetsnbextension 3.5.1 py36_0 conda-forge wrapt 1.11.2 py36h516909a_0 conda-forge x264 1!152.20180806 h14c3975_0 conda-forge xorg-kbproto 1.0.7 h14c3975_1002 conda-forge xorg-libice 1.0.10 h516909a_0 conda-forge xorg-libsm 1.2.3 h84519dc_1000 conda-forge xorg-libx11 1.6.8 h516909a_0 conda-forge xorg-libxau 1.0.9 h14c3975_0 conda-forge xorg-libxdmcp 1.1.3 h516909a_0 conda-forge xorg-libxext 1.3.4 h516909a_0 conda-forge xorg-libxrender 0.9.10 h516909a_1002 conda-forge xorg-renderproto 0.11.1 h14c3975_1002 conda-forge xorg-xextproto 7.3.0 h14c3975_1002 conda-forge xorg-xproto 7.0.31 h14c3975_1007 conda-forge xz 5.2.4 h14c3975_1001 conda-forge yaml 0.1.7 h14c3975_1001 conda-forge zeromq 4.3.2 he1b5a44_2 conda-forge zipp 0.6.0 py_0 conda-forge zlib 1.2.11 h516909a_1006 conda-forge zstd 1.4.0 h3b9ef0a_0 conda-forge
I tried to implement as you suggested but it didn't work on the windows system.
from severstal-steel-defect-detection.
khornlund
commented on May 30, 2024
I have exported my environment above. You'll need to modify environment.yml and pin the versions to those listed above, and then recreate the conda environment.
from severstal-steel-defect-detection.
khornlund
commented on May 30, 2024
I've pinned the important versions numbers, and fixed an issue due to train.csv changing format since the competition. It works fine for me with a fresh install.
(sever) khornlund@khornlund-ubuntu:~/bb/severstal-steel-defect-detection$ sever train -c experiments/fpn-b5.yml
66168 - Runner - INFO - Using random seed: 447676
66168 - Runner - DEBUG - Building model architecture
Load result: None
66168 - Runner - DEBUG - Using device 0 of [0, 1]
66168 - Runner - DEBUG - Building optimizer and lr scheduler
66168 - Runner - INFO - Found 308 encoder weight params
66168 - Runner - INFO - Found 193 encoder bias params
66168 - Runner - INFO - Found 19 decoder weight params
66168 - Runner - INFO - Found 12 decoder bias params
66168 - Runner - DEBUG - Getting augmentations
66168 - Runner - DEBUG - Getting data_loader instance
66168 - SamplerFactory - INFO - Creating `type`...
66168 - SamplerFactory - INFO - Sample population absolute class sizes: [5332 1801]
66168 - SamplerFactory - INFO - Sample population relative class sizes: [0.74751157 0.25248843]
66168 - SamplerFactory - INFO - Target batch class distribution [0.7846383 0.2153617] using alpha=-0.15
66168 - SamplerFactory - INFO - Rounded batch class distribution [0.75 0.25]
66168 - SamplerFactory - INFO - Expecting [9 3] samples of each class per batch, over 594 batches of size 12
66168 - SamplerFactory - INFO - Sampling rates: [1.00262566 0.98945031]
66168 - Runner - DEBUG - Getting loss and metric function handles
66168 - Runner - DEBUG - Initialising trainer
66168 - Trainer - INFO - Freezing encoder weights
66168 - Trainer - INFO - Starting training...
66168 - Trainer - INFO - Unfreezing encoder weights
/home/khornlund/anaconda3/envs/sever-test/lib/python3.6/site-packages/torch/nn/functional.py:1350: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.
warnings.warn("nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.")
66168 - Trainer - DEBUG - Train Epoch: 0 [0/7128 (0%)] Loss: 2.778567
66168 - Trainer - DEBUG - Train Epoch: 0 [288/7128 (4%)] Loss: 0.439829
66168 - Trainer - DEBUG - Train Epoch: 0 [576/7128 (8%)] Loss: 0.606428
66168 - Trainer - DEBUG - Train Epoch: 0 [864/7128 (12%)] Loss: 0.286732
66168 - Trainer - DEBUG - Train Epoch: 0 [1152/7128 (16%)] Loss: 0.350551
Note your data directory should look like this:
(sever-test) khornlund@khornlund-ubuntu:~/bb/severstal-steel-defect-detection$ tree data/raw/severstal-steel-defect-detection/ -L 1
data/raw/severstal-steel-defect-detection/
├── joined_images/
│ ├── aaa.jpg
│ ├── ...
│ └── ffffd67df.jpg
├── pseudo.csv
├── sample_submission.csv
└── train.csv
from severstal-steel-defect-detection.
jyothir07
commented on May 30, 2024
I've pinned the important versions numbers, and fixed an issue due to train.csv changing format since the competition. It works fine for me with a fresh install.
(sever) khornlund@khornlund-ubuntu:~/bb/severstal-steel-defect-detection$ sever train -c experiments/fpn-b5.yml 66168 - Runner - INFO - Using random seed: 447676 66168 - Runner - DEBUG - Building model architecture Load result: None 66168 - Runner - DEBUG - Using device 0 of [0, 1] 66168 - Runner - DEBUG - Building optimizer and lr scheduler 66168 - Runner - INFO - Found 308 encoder weight params 66168 - Runner - INFO - Found 193 encoder bias params 66168 - Runner - INFO - Found 19 decoder weight params 66168 - Runner - INFO - Found 12 decoder bias params 66168 - Runner - DEBUG - Getting augmentations 66168 - Runner - DEBUG - Getting data_loader instance 66168 - SamplerFactory - INFO - Creating `type`... 66168 - SamplerFactory - INFO - Sample population absolute class sizes: [5332 1801] 66168 - SamplerFactory - INFO - Sample population relative class sizes: [0.74751157 0.25248843] 66168 - SamplerFactory - INFO - Target batch class distribution [0.7846383 0.2153617] using alpha=-0.15 66168 - SamplerFactory - INFO - Rounded batch class distribution [0.75 0.25] 66168 - SamplerFactory - INFO - Expecting [9 3] samples of each class per batch, over 594 batches of size 12 66168 - SamplerFactory - INFO - Sampling rates: [1.00262566 0.98945031] 66168 - Runner - DEBUG - Getting loss and metric function handles 66168 - Runner - DEBUG - Initialising trainer 66168 - Trainer - INFO - Freezing encoder weights 66168 - Trainer - INFO - Starting training... 66168 - Trainer - INFO - Unfreezing encoder weights /home/khornlund/anaconda3/envs/sever-test/lib/python3.6/site-packages/torch/nn/functional.py:1350: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead. warnings.warn("nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.") 66168 - Trainer - DEBUG - Train Epoch: 0 [0/7128 (0%)] Loss: 2.778567 66168 - Trainer - DEBUG - Train Epoch: 0 [288/7128 (4%)] Loss: 0.439829 66168 - Trainer - DEBUG - Train Epoch: 0 [576/7128 (8%)] Loss: 0.606428 66168 - Trainer - DEBUG - Train Epoch: 0 [864/7128 (12%)] Loss: 0.286732 66168 - Trainer - DEBUG - Train Epoch: 0 [1152/7128 (16%)] Loss: 0.350551Note your data directory should look like this:
(sever-test) khornlund@khornlund-ubuntu:~/bb/severstal-steel-defect-detection$ tree data/raw/severstal-steel-defect-detection/ -L 1 data/raw/severstal-steel-defect-detection/ ├── joined_images/ │ ├── aaa.jpg │ ├── ... │ └── ffffd67df.jpg ├── pseudo.csv ├── sample_submission.csv └── train.csv
Thank you so much for your time. It's fixed and I'm closing this issue
from severstal-steel-defect-detection.
Related Issues (7)
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from severstal-steel-defect-detection.