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GitHub / mrsergazinov / gluformer

The official implementation of the paper "Gluformer: Transformer-Based Personalized Glucose Forecasting with Uncertainty Quantification."

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mrsergazinov%2Fgluformer

Stars: 12
Forks: 2
Open Issues: 0

License: None
Language: Jupyter Notebook
Repo Size: 75.8 MB
Dependencies: 189

Created: over 2 years ago
Updated: 4 months ago
Last pushed: about 1 year ago
Last synced: about 1 month ago

Topics: calibration, glucose-monitoring, glucose-prediction, probabilistic-models, time-series, transformer, uncertainty-quantification

Files

Readme

Dependencies

environment.yml conda

_libgcc_mutex 0.1
_openmp_mutex 4.5
_r-mutex 1.0.0
argon2-cffi 20.1.0
asttokens 2.0.5
attrs 21.4.0
backcall 0.2.0
backports 1.0
backports.functools_lru_cache 1.6.4
beautifulsoup4 4.11.1
binutils_impl_linux-64 2.31.1
binutils_linux-64 2.31.1
blas 1.0
bleach 4.1.0
bottleneck 1.3.2
brotli 1.0.9
brotli-bin 1.0.9
bwidget 1.9.11
bzip2 1.0.8
ca-certificates 2021.10.26
cairo 1.14.12
certifi 2021.10.8
cffi 1.15.1
click 7.1.2
cudatoolkit 10.2.89
curl 7.69.1
cycler 0.10.0
dbus 1.13.18
debugpy 1.5.1
decorator 5.1.1
defusedxml 0.7.1
entrypoints 0.4
executing 0.8.3
expat 2.2.10
ffmpeg 4.3
fontconfig 2.13.0
fonttools 4.28.4
freetype 2.10.4
fribidi 1.0.10
gcc_impl_linux-64 7.3.0
gcc_linux-64 7.3.0
gfortran_impl_linux-64 7.3.0
gfortran_linux-64 7.3.0
glib 2.68.2
gmp 6.2.1
gnutls 3.6.15
graphite2 1.3.14
gsl 2.4
gst-plugins-base 1.14.0
gstreamer 1.14.0
gxx_impl_linux-64 7.3.0
gxx_linux-64 7.3.0
harfbuzz 2.8.1
icu 58.2
importlib-metadata 4.11.3
importlib_resources 5.6.0
intel-openmp 2021.4.0
ipykernel 6.12.1
ipython 8.2.0
ipython_genutils 0.2.0
jedi 0.18.1
jinja2 3.0.3
jpeg 9b
jsonschema 4.4.0
jupyter_client 7.2.1
jupyter_core 4.9.2
jupyterlab_pygments 0.1.2
kiwisolver 1.2.0
krb5 1.17.1
lame 3.100
lcms2 2.11
ld_impl_linux-64 2.35.1
libblas 3.9.0
libbrotlicommon 1.0.9
libbrotlidec 1.0.9
libbrotlienc 1.0.9
libcblas 3.9.0
libcurl 7.69.1
libedit 3.1.20210910
libffi 3.3
libgcc-ng 11.2.0
libgfortran-ng 7.3.0
libgfortran4 7.5.0
libgfortran5 11.2.0
libgomp 11.2.0
libiconv 1.15
libidn2 2.3.2
liblapack 3.9.0
libopenblas 0.3.18
libpng 1.6.37
libsodium 1.0.18
libssh2 1.9.0
libstdcxx-ng 11.2.0
libtasn1 4.16.0
libtiff 4.1.0
libunistring 0.9.10
libuuid 1.0.3
libuv 1.40.0
libxcb 1.14
libxml2 2.9.10
lz4-c 1.9.2
make 4.2.1
markupsafe 2.1.1
matplotlib 3.5.1
matplotlib-base 3.5.1
matplotlib-inline 0.1.3
mistune 0.8.4
mkl 2019.4
mkl-service 2.3.0
mkl_fft 1.2.0
mkl_random 1.1.0
munkres 1.1.4
nbclient 0.5.13
nbconvert 6.4.4
nbformat 5.3.0
ncurses 6.3
nest-asyncio 1.5.5
nettle 3.7.3
notebook 6.4.12
numexpr 2.7.1
numpy 1.19.2
numpy-base 1.19.2
olefile 0.46
openh264 2.1.0
openssl 1.1.1l
packaging 21.3
pandas 1.3.4
pandocfilters 1.5.0
pango 1.45.3
parso 0.8.3
patsy 0.5.2
pcre 8.44
pexpect 4.8.0
pickleshare 0.7.5
pillow 8.0.0
pip 21.2.4
pixman 0.40.0
prometheus_client 0.14.1
prompt-toolkit 3.0.29
prompt_toolkit 3.0.29
psutil 5.9.0
ptyprocess 0.7.0
pure_eval 0.2.2
pycparser 2.21
pygments 2.11.2
pyparsing 2.4.7
pyqt 5.9.2
pyrsistent 0.18.1
python 3.8.12
python-dateutil 2.8.2
python-fastjsonschema 2.15.3
python-lmdb 1.3.0
python_abi 3.8
pytorch 1.10.1
pytorch-mutex 1.0
pytz 2021.3
pyzmq 22.3.0
qt 5.9.7
radian 0.6.3
rchitect 0.3.36
readline 8.1
scipy 1.5.2
seaborn 0.11.0
send2trash 1.8.0
setuptools 58.0.4
sip 4.19.24
six 1.16.0
soupsieve 2.3.1
sqlite 3.36.0
stack_data 0.2.0
statsmodels 0.13.1
terminado 0.13.1
testpath 0.6.0
tk 8.6.11
tktable 2.10
torchaudio 0.10.1
torchvision 0.11.2
tornado 6.1
traitlets 5.1.1
typing_extensions 3.10.0.2
unicodedata2 13.0.0.post2
wcwidth 0.2.5
webencodings 0.5.1
wheel 0.37.0
xz 5.2.5
zeromq 4.3.4
zipp 3.8.0
zlib 1.2.11
zstd 1.4.4