89. Execution Statistics
This table contains the latest execution statistics.
These lectures are built on linux instances through github actions.
These lectures are using the following python version
and the following package versions
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# packages in environment at /home/runner/miniconda3/envs/quantecon:
#
# Name Version Build Channel
_libgcc_mutex 0.1 main
_openmp_mutex 5.1 1_gnu
accessible-pygments 0.0.5 pypi_0 pypi
aiobotocore 2.19.0 py313h06a4308_0
aiohappyeyeballs 2.4.4 py313h06a4308_0
aiohttp 3.11.10 py313h5eee18b_0
aioitertools 0.7.1 pyhd3eb1b0_0
aiosignal 1.2.0 pyhd3eb1b0_0
alabaster 0.7.16 py313h06a4308_0
altair 5.5.0 py313h06a4308_0
anaconda 2025.06 py313_mkl_2
anyio 4.7.0 py313h06a4308_0
appdirs 1.4.4 pyhd3eb1b0_0
argon2-cffi 21.3.0 pyhd3eb1b0_0
argon2-cffi-bindings 21.2.0 py313h5eee18b_1
arrow 1.3.0 py313h06a4308_0
arrow-cpp 19.0.0 h865e1df_2
arviz 0.22.0 pypi_0 pypi
astroid 3.3.8 py313h06a4308_0
astropy 7.0.0 py313h5eee18b_0
astropy-iers-data 0.2025.1.13.0.34.51 py313h06a4308_0
asttokens 3.0.0 py313h06a4308_0
async-lru 2.0.4 py313h06a4308_0
asyncssh 2.17.0 py313h06a4308_0
atomicwrites 1.4.0 py_0
attrs 24.3.0 py313h06a4308_0
automat 24.8.1 py313h06a4308_0
autopep8 2.0.4 pyhd3eb1b0_0
aws-c-auth 0.6.19 h5eee18b_0
aws-c-cal 0.5.20 hdbd6064_0
aws-c-common 0.8.5 h5eee18b_0
aws-c-compression 0.2.16 h5eee18b_0
aws-c-event-stream 0.2.15 h6a678d5_0
aws-c-http 0.6.25 h5eee18b_0
aws-c-io 0.13.10 h5eee18b_0
aws-c-mqtt 0.7.13 h5eee18b_0
aws-c-s3 0.1.51 hdbd6064_0
aws-c-sdkutils 0.1.6 h5eee18b_0
aws-checksums 0.1.13 h5eee18b_0
aws-crt-cpp 0.18.16 h6a678d5_0
aws-sdk-cpp 1.11.212 hecad206_0
babel 2.16.0 py313h06a4308_0
bcrypt 4.3.0 py313h4aa5aa6_0
beautifulsoup4 4.12.3 py313h06a4308_0
binaryornot 0.4.4 pyhd3eb1b0_1
black 24.10.0 py313h06a4308_0
blas 1.0 mkl
bleach 6.2.0 py313h06a4308_0
blinker 1.9.0 py313h06a4308_0
blosc 1.21.3 h6a678d5_0
bokeh 3.6.2 py313h06a4308_0
boost-cpp 1.82.0 hdb19cb5_2
botocore 1.36.3 py313h06a4308_0
bottleneck 1.4.2 py313hf0014fa_0
brotli-python 1.0.9 py313h6a678d5_9
bzip2 1.0.8 h5eee18b_6
c-ares 1.19.1 h5eee18b_0
c-blosc2 2.17.1 h4257ac4_0
ca-certificates 2025.2.25 h06a4308_0
cachetools 5.5.1 py313h06a4308_0
certifi 2025.4.26 py313h06a4308_0
cffi 1.17.1 py313h1fdaa30_1
chardet 4.0.0 py313h06a4308_1003
charset-normalizer 3.3.2 pyhd3eb1b0_0
choreographer 1.2.1 pypi_0 pypi
click 8.1.8 py313h06a4308_0
cloudpickle 3.0.0 py313h06a4308_0
colorama 0.4.6 pypi_0 pypi
colorcet 3.1.0 py313h06a4308_0
comm 0.2.1 py313h06a4308_0
cons 0.4.7 pypi_0 pypi
constantly 23.10.4 py313h06a4308_0
contourpy 1.3.1 py313hdb19cb5_0
cookiecutter 1.7.3 pyhd3eb1b0_0
cryptography 44.0.1 py313h7825ff9_0
cssselect 1.2.0 py313h06a4308_0
curl 8.12.1 h251f7ec_0
curl-cffi 0.13.0 pypi_0 pypi
cycler 0.11.0 pyhd3eb1b0_0
cyrus-sasl 2.1.28 h52b45da_1
cytoolz 1.0.1 py313h5eee18b_0
dask 2025.2.0 py313h06a4308_0
dask-core 2025.2.0 py313h06a4308_0
dask-expr 2.0.0 py313h06a4308_0
datashader 0.18.0 py313h06a4308_0
dbus 1.13.18 hb2f20db_0
debugpy 1.8.11 py313h6a678d5_0
decorator 5.1.1 pyhd3eb1b0_0
defusedxml 0.7.1 pyhd3eb1b0_0
deprecated 1.2.13 py313h06a4308_0
diff-match-patch 20200713 pyhd3eb1b0_0
dill 0.3.8 py313h06a4308_0
distributed 2025.2.0 py313h06a4308_0
docstring-to-markdown 0.11 py313h06a4308_0
docutils 0.21.2 py313h06a4308_0
et_xmlfile 1.1.0 py313h06a4308_1
etuples 0.3.10 pypi_0 pypi
executing 0.8.3 pyhd3eb1b0_0
expat 2.7.1 h6a678d5_0
filelock 3.17.0 py313h06a4308_0
flake8 7.1.1 py313h06a4308_0
flask 3.1.0 py313h06a4308_0
fontconfig 2.14.1 h55d465d_3
fonttools 4.55.3 py313h5eee18b_0
formulaic 1.2.1 pypi_0 pypi
fqdn 1.5.1 pypi_0 pypi
freetype 2.13.3 h4a9f257_0
frozendict 2.4.7 pypi_0 pypi
frozenlist 1.5.0 py313h5eee18b_0
fsspec 2025.3.2 py313h7040dfc_0
gflags 2.2.2 h6a678d5_1
gitdb 4.0.7 pyhd3eb1b0_0
gitpython 3.1.43 py313h06a4308_0
glib 2.78.4 h6a678d5_0
glib-tools 2.78.4 h6a678d5_0
glog 0.5.0 h6a678d5_1
gmp 6.3.0 h6a678d5_0
gmpy2 2.2.1 py313h5eee18b_0
greenlet 3.1.1 py313h6a678d5_0
gst-plugins-base 1.14.1 h6a678d5_1
gstreamer 1.14.1 h5eee18b_1
h11 0.16.0 py313h06a4308_0
h5netcdf 1.7.3 pypi_0 pypi
h5py 3.12.1 py313h5842655_1
hdf5 1.14.5 h2b7332f_2
heapdict 1.0.1 pyhd3eb1b0_0
holoviews 1.20.2 py313h06a4308_0
httpcore 1.0.9 py313h06a4308_0
httpx 0.28.1 py313h06a4308_0
hvplot 0.11.3 py313h06a4308_0
hyperlink 21.0.0 pyhd3eb1b0_0
icu 73.1 h6a678d5_0
idna 3.7 py313h06a4308_0
imageio 2.37.0 py313h06a4308_0
imagesize 1.4.1 py313h06a4308_0
imbalanced-learn 0.13.0 py313h06a4308_0
importlib-metadata 8.5.0 py313h06a4308_0
incremental 24.7.2 pyhd3eb1b0_0
inflection 0.5.1 py313h06a4308_1
iniconfig 1.1.1 pyhd3eb1b0_0
intake 2.0.7 py313h06a4308_0
intel-openmp 2023.1.0 hdb19cb5_46306
interface-meta 1.3.0 pypi_0 pypi
interpolation 2.2.7 pypi_0 pypi
intervaltree 3.1.0 pyhd3eb1b0_0
ipykernel 6.29.5 py313h06a4308_1
ipython 8.30.0 py313h06a4308_0
ipywidgets 8.1.5 py313h06a4308_0
isoduration 20.11.0 pypi_0 pypi
isort 6.0.1 py313h06a4308_0
itemadapter 0.3.0 pyhd3eb1b0_0
itemloaders 1.3.2 py313h06a4308_0
itsdangerous 2.2.0 py313h06a4308_0
jaraco.classes 3.2.1 pyhd3eb1b0_0
jaraco.context 6.0.0 py313h06a4308_0
jaraco.functools 4.1.0 py313h06a4308_0
jax 0.8.0 pypi_0 pypi
jax-cuda13-pjrt 0.8.0 pypi_0 pypi
jax-cuda13-plugin 0.8.0 pypi_0 pypi
jaxlib 0.8.0 pypi_0 pypi
jedi 0.19.2 py313h06a4308_0
jeepney 0.7.1 pyhd3eb1b0_0
jellyfish 1.1.3 py313h4aa5aa6_0
jinja2 3.1.6 py313h06a4308_0
jinja2-time 0.2.0 pyhd3eb1b0_3
jmespath 1.0.1 py313h06a4308_0
joblib 1.4.2 py313h06a4308_0
jpeg 9e h5eee18b_3
jq 1.7.1 h5eee18b_0
json5 0.9.25 py313h06a4308_0
jsonpointer 3.0.0 pypi_0 pypi
jsonschema 4.23.0 py313h06a4308_0
jsonschema-specifications 2023.7.1 py313h06a4308_0
jupyter 1.1.1 py313h06a4308_0
jupyter-book 1.0.4.post1 pypi_0 pypi
jupyter-cache 1.0.1 pypi_0 pypi
jupyter-lsp 2.2.5 py313h06a4308_0
jupyter-server-mathjax 0.2.6 pypi_0 pypi
jupyter_client 8.6.3 py313h06a4308_0
jupyter_console 6.6.3 py313h06a4308_1
jupyter_core 5.7.2 py313h06a4308_0
jupyter_events 0.12.0 py313h06a4308_0
jupyter_server 2.15.0 py313h06a4308_0
jupyter_server_terminals 0.5.3 py313h06a4308_0
jupyterlab 4.3.4 py313h06a4308_0
jupyterlab-variableinspector 3.2.4 py313h06a4308_0
jupyterlab_pygments 0.3.0 py313h06a4308_0
jupyterlab_server 2.27.3 py313h06a4308_0
jupyterlab_widgets 3.0.13 py313h06a4308_0
kaleido 1.2.0 pypi_0 pypi
keyring 25.6.0 py313h06a4308_0
kiwisolver 1.4.8 py313h6a678d5_0
krb5 1.20.1 h143b758_1
latexcodec 3.0.1 pypi_0 pypi
lazy_loader 0.4 py313h06a4308_0
lcms2 2.16 h92b89f2_1
ld_impl_linux-64 2.40 h12ee557_0
lerc 4.0.0 h6a678d5_0
libabseil 20250127.0 cxx17_h6a678d5_0
libboost 1.82.0 h109eef0_2
libbrotlicommon 1.0.9 h5eee18b_9
libbrotlidec 1.0.9 h5eee18b_9
libbrotlienc 1.0.9 h5eee18b_9
libclang 14.0.6 default_hc6dbbc7_2
libclang13 14.0.6 default_he11475f_2
libcups 2.4.2 h2d74bed_1
libcurl 8.12.1 hc9e6f67_0
libdeflate 1.22 h5eee18b_0
libedit 3.1.20230828 h5eee18b_0
libev 4.33 h7f8727e_1
libevent 2.1.12 hdbd6064_1
libffi 3.4.4 h6a678d5_1
libgcc-ng 11.2.0 h1234567_1
libgfortran-ng 11.2.0 h00389a5_1
libgfortran5 11.2.0 h1234567_1
libglib 2.78.4 hdc74915_0
libgomp 11.2.0 h1234567_1
libgrpc 1.71.0 h2d74bed_0
libiconv 1.16 h5eee18b_3
libllvm14 14.0.6 hecde1de_4
libmpdec 4.0.0 h5eee18b_0
libnghttp2 1.57.0 h2d74bed_0
libpng 1.6.39 h5eee18b_0
libpq 17.4 hdbd6064_0
libprotobuf 5.29.3 hc99497a_0
libre2-11 2024.07.02 h6a678d5_0
libsass 0.23.0 pypi_0 pypi
libsodium 1.0.18 h7b6447c_0
libspatialindex 1.9.3 h2531618_0
libssh2 1.11.1 h251f7ec_0
libstdcxx-ng 11.2.0 h1234567_1
libthrift 0.15.0 h1795dd8_2
libtiff 4.7.0 hde9077f_0
libuuid 1.41.5 h5eee18b_0
libwebp-base 1.3.2 h5eee18b_1
libxcb 1.17.0 h9b100fa_0
libxkbcommon 1.9.1 h69220b7_0
libxml2 2.13.8 hfdd30dd_0
libxslt 1.1.41 h097e994_0
linearmodels 7.0 pypi_0 pypi
linkify-it-py 2.0.0 py313h06a4308_0
llvmlite 0.44.0 py313hc1e8f15_1
locket 1.0.0 py313h06a4308_0
logical-unification 0.4.7 pypi_0 pypi
logistro 2.0.1 pypi_0 pypi
lxml 5.3.0 py313h57af460_1
lz4 4.3.2 py313h5eee18b_1
lz4-c 1.9.4 h6a678d5_1
lzo 2.10 h7b6447c_2
markdown 3.8 py313h06a4308_0
markdown-it-py 3.0.0 pypi_0 pypi
markupsafe 3.0.2 py313h5eee18b_0
matplotlib 3.10.0 py313h06a4308_1
matplotlib-base 3.10.0 py313h68cf311_1
matplotlib-inline 0.1.6 py313h06a4308_0
mccabe 0.7.0 pyhd3eb1b0_0
mdit-py-plugins 0.5.0 pypi_0 pypi
mdurl 0.1.0 py313h06a4308_0
minikanren 1.0.5 pypi_0 pypi
mistune 3.1.2 py313h06a4308_0
mkl 2023.1.0 h213fc3f_46344
mkl-service 2.4.0 py313h5eee18b_2
mkl_fft 1.3.11 py313h5eee18b_0
mkl_random 1.2.8 py313h06d7b56_0
ml-dtypes 0.5.3 pypi_0 pypi
more-itertools 10.3.0 py313h06a4308_0
mpc 1.3.1 h5eee18b_0
mpfr 4.2.1 h5eee18b_0
mpmath 1.3.0 py313h06a4308_0
msgpack-python 1.0.3 py313hdb19cb5_0
multidict 6.1.0 py313h5eee18b_0
multipledispatch 0.6.0 py313h06a4308_0
multitasking 0.0.12 pypi_0 pypi
mypy 1.14.1 py313h5eee18b_0
mypy_extensions 1.0.0 py313h06a4308_0
mysql 8.4.0 h721767e_2
myst-nb 1.3.0 pypi_0 pypi
myst-parser 3.0.1 pypi_0 pypi
narwhals 1.31.0 py313h06a4308_1
nbclient 0.10.2 py313h06a4308_0
nbconvert 7.16.6 py313h06a4308_0
nbconvert-core 7.16.6 py313h06a4308_0
nbconvert-pandoc 7.16.6 py313h06a4308_0
nbdime 4.0.2 pypi_0 pypi
nbformat 5.10.4 py313h06a4308_0
ncurses 6.4 h6a678d5_0
nest-asyncio 1.6.0 py313h06a4308_0
networkx 3.4.2 py313h06a4308_0
nltk 3.9.1 py313h06a4308_0
notebook 7.3.2 py313h06a4308_1
notebook-shim 0.2.4 py313h06a4308_0
nspr 4.35 h6a678d5_0
nss 3.89.1 h6a678d5_0
numba 0.61.0 py313h6a678d5_1
numexpr 2.10.1 py313h3c60e43_0
numpy 2.1.3 py313hf4aebb8_0
numpy-base 2.1.3 py313h3fc9231_0
numpydoc 1.7.0 py313h06a4308_0
numpyro 0.19.0 pypi_0 pypi
nvidia-cublas 13.1.0.3 pypi_0 pypi
nvidia-cuda-crt 13.0.88 pypi_0 pypi
nvidia-cuda-cupti 13.0.85 pypi_0 pypi
nvidia-cuda-nvcc 13.0.88 pypi_0 pypi
nvidia-cuda-nvrtc 13.0.88 pypi_0 pypi
nvidia-cuda-runtime 13.0.96 pypi_0 pypi
nvidia-cudnn-cu13 9.16.0.29 pypi_0 pypi
nvidia-cufft 12.0.0.61 pypi_0 pypi
nvidia-cusolver 12.0.4.66 pypi_0 pypi
nvidia-cusparse 12.6.3.3 pypi_0 pypi
nvidia-nccl-cu13 2.28.7 pypi_0 pypi
nvidia-nvjitlink 13.0.88 pypi_0 pypi
nvidia-nvshmem-cu13 3.4.5 pypi_0 pypi
nvidia-nvvm 13.0.88 pypi_0 pypi
oniguruma 6.9.7.1 h27cfd23_0
openjpeg 2.5.2 h0d4d230_1
openldap 2.6.4 h42fbc30_0
openpyxl 3.1.5 py313h5eee18b_1
openssl 3.0.16 h5eee18b_0
opt-einsum 3.4.0 pypi_0 pypi
orc 2.1.1 hd396ef6_0
orjson 3.11.4 pypi_0 pypi
overrides 7.4.0 py313h06a4308_0
packaging 24.2 py313h06a4308_0
pandas 2.2.3 py313h6a678d5_0
pandoc 2.12 h06a4308_3
pandocfilters 1.5.0 pyhd3eb1b0_0
panel 1.7.0 py313h06a4308_0
param 2.2.0 py313h06a4308_0
parsel 1.8.1 py313h06a4308_0
parso 0.8.4 py313h06a4308_0
partd 1.4.2 py313h06a4308_0
pathspec 0.10.3 py313h06a4308_0
patsy 1.0.1 py313h06a4308_0
pcre2 10.42 hebb0a14_1
peewee 3.18.3 pypi_0 pypi
pexpect 4.8.0 pyhd3eb1b0_3
pickleshare 0.7.5 pyhd3eb1b0_1003
pillow 11.1.0 py313hac6e08b_1
pip 25.1 pyhc872135_2
platformdirs 4.3.7 py313h06a4308_0
plotly 6.4.0 pypi_0 pypi
plotly-orca 1.3.1 1 plotly
pluggy 1.5.0 py313h06a4308_0
ply 3.11 py313h06a4308_1
pot 0.9.6.post1 pypi_0 pypi
poyo 0.5.0 pyhd3eb1b0_0
prettytable 3.17.0 pypi_0 pypi
prometheus_client 0.21.1 py313h06a4308_0
prompt-toolkit 3.0.43 py313h06a4308_0
prompt_toolkit 3.0.43 hd3eb1b0_0
propcache 0.3.1 py313h5eee18b_0
protego 0.4.0 py313h06a4308_0
protobuf 5.29.3 py313he621ea3_0
psutil 5.9.0 py313h5eee18b_1
pthread-stubs 0.3 h0ce48e5_1
ptyprocess 0.7.0 pyhd3eb1b0_2
pure_eval 0.2.2 pyhd3eb1b0_0
py-cpuinfo 9.0.0 py313h06a4308_0
pyarrow 19.0.0 py313h6a678d5_1
pyasn1 0.4.8 pyhd3eb1b0_0
pyasn1-modules 0.2.8 py_0
pybtex 0.25.1 pypi_0 pypi
pybtex-docutils 1.0.3 pypi_0 pypi
pycodestyle 2.12.1 py313h06a4308_0
pycparser 2.21 pyhd3eb1b0_0
pyct 0.5.0 py313h06a4308_0
pycurl 7.45.6 py313haf51bff_0
pydata-sphinx-theme 0.15.4 pypi_0 pypi
pydispatcher 2.0.5 py313h06a4308_3
pydocstyle 6.3.0 py313h06a4308_0
pyerfa 2.0.1.5 py313h5eee18b_0
pyflakes 3.2.0 py313h06a4308_0
pygithub 2.4.0 py313h06a4308_0
pygments 2.19.1 py313h06a4308_0
pyhdfe 0.2.0 pypi_0 pypi
pyjwt 2.10.1 py313h06a4308_0
pylint 3.3.5 py313h06a4308_0
pylint-venv 3.0.3 py313h06a4308_0
pyls-spyder 0.4.0 pyhd3eb1b0_0
pymc 5.26.1 pypi_0 pypi
pynacl 1.5.0 py313h5eee18b_1
pyodbc 5.2.0 py313h6a678d5_0
pyopenssl 25.0.0 py313h06a4308_0
pyparsing 3.2.0 py313h06a4308_0
pyqt 5.15.10 py313h6a678d5_1
pyqt5-sip 12.13.0 py313h5eee18b_1
pyqtwebengine 5.15.10 py313h6a678d5_1
pysocks 1.7.1 py313h06a4308_0
pytables 3.10.2 py313hc48ae32_2
pytensor 2.35.1 pypi_0 pypi
pytest 8.3.4 py313h06a4308_0
pytest-timeout 2.4.0 pypi_0 pypi
python 3.13.5 h4612cfd_100_cp313
python-dateutil 2.9.0post0 py313h06a4308_2
python-fastjsonschema 2.20.0 py313h06a4308_0
python-json-logger 3.2.1 py313h06a4308_0
python-lmdb 1.6.2 py313h6a678d5_0
python-lsp-black 2.0.0 py313h06a4308_1
python-lsp-jsonrpc 1.1.2 pyhd3eb1b0_0
python-lsp-server 1.12.2 py313h7040dfc_0
python-slugify 5.0.2 pyhd3eb1b0_0
python-tzdata 2025.2 pyhd3eb1b0_0
python_abi 3.13 0_cp313
pytoolconfig 1.2.6 py313h06a4308_0
pytz 2024.1 py313h06a4308_0
pyuca 1.2 py313h06a4308_1
pyviz_comms 3.0.2 py313h06a4308_0
pywavelets 1.8.0 py313h5eee18b_0
pyxdg 0.27 pyhd3eb1b0_0
pyyaml 6.0.2 py313h5eee18b_0
pyzmq 26.2.0 py313h6a678d5_0
qdarkstyle 3.2.3 pyhd3eb1b0_0
qstylizer 0.2.2 py313h06a4308_0
qt-main 5.15.2 hb6262e9_12
qt-webengine 5.15.9 he2071f7_8
qtawesome 1.4.0 py313h06a4308_0
qtconsole 5.6.1 py313h06a4308_1
qtpy 2.4.1 py313h06a4308_0
quantecon 0.10.1 pypi_0 pypi
quantecon-book-theme 0.10.1 pypi_0 pypi
queuelib 1.6.2 py313h06a4308_0
re2 2024.07.02 hdb19cb5_0
readline 8.2 h5eee18b_0
referencing 0.30.2 py313h06a4308_0
regex 2024.11.6 py313h5eee18b_0
requests 2.32.3 py313h06a4308_1
requests-file 2.1.0 py313h06a4308_0
rfc3339-validator 0.1.4 py313h06a4308_0
rfc3986-validator 0.1.1 py313h06a4308_0
rich 14.2.0 pypi_0 pypi
roman-numerals-py 3.1.0 py313h06a4308_0
rope 1.13.0 py313h06a4308_0
rpds-py 0.22.3 py313h4aa5aa6_0
rtree 1.0.1 py313h06a4308_0
s2n 1.3.27 hdbd6064_0
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This lecture series has access to the following GPU
Mon Nov 17 04:32:15 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 580.105.08 Driver Version: 580.105.08 CUDA Version: 13.0 |
+-----------------------------------------+------------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+========================+======================|
| 0 Tesla T4 On | 00000000:00:1E.0 Off | 0 |
| N/A 28C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| No running processes found |
+-----------------------------------------------------------------------------------------+
You can check the backend used by JAX using: