26. Execution Statistics#
This table contains the latest execution statistics.
Document |
Modified |
Method |
Run Time (s) |
Status |
|---|---|---|---|---|
2025-08-04 03:47 |
cache |
74.95 |
✅ |
|
2025-08-04 03:47 |
cache |
22.09 |
✅ |
|
2025-08-04 03:48 |
cache |
12.89 |
✅ |
|
2025-08-04 03:48 |
cache |
24.43 |
✅ |
|
2025-08-04 03:51 |
cache |
146.32 |
✅ |
|
2025-08-04 03:51 |
cache |
1.17 |
✅ |
|
2025-08-04 03:51 |
cache |
8.64 |
✅ |
|
2025-08-04 04:29 |
cache |
2270.06 |
✅ |
|
2025-08-04 04:29 |
cache |
37.25 |
✅ |
|
2025-08-04 04:31 |
cache |
91.88 |
✅ |
|
2025-08-04 04:31 |
cache |
9.79 |
✅ |
|
2025-08-04 04:31 |
cache |
27.06 |
✅ |
|
2025-08-04 04:32 |
cache |
11.06 |
✅ |
|
2025-08-04 04:32 |
cache |
19.69 |
✅ |
|
2025-08-04 04:32 |
cache |
11.22 |
✅ |
|
2025-08-04 04:32 |
cache |
15.04 |
✅ |
|
2025-08-04 04:35 |
cache |
182.84 |
✅ |
|
2025-08-04 04:36 |
cache |
22.42 |
✅ |
|
2025-08-04 04:36 |
cache |
45.65 |
✅ |
|
2025-08-04 04:37 |
cache |
20.28 |
✅ |
|
2025-08-04 04:37 |
cache |
22.93 |
✅ |
|
2025-08-04 04:37 |
cache |
4.1 |
✅ |
|
2025-08-04 06:14 |
cache |
6.87 |
✅ |
|
2025-08-04 03:51 |
cache |
1.17 |
✅ |
|
2025-08-04 04:40 |
cache |
154.77 |
✅ |
|
2025-08-04 03:51 |
cache |
1.17 |
✅ |
These lectures are built on linux instances through github actions that has
access to a gpu. These lectures make use of the nvidia T4 card.
These lectures are using the following python version
!python --version
Python 3.13.5
and the following package versions
!conda list
Show code cell output
Hide code cell output
# 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
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
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
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
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
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
fqdn 1.5.1 pypi_0 pypi
freetype 2.13.3 h4a9f257_0
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
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
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 0.7.0 pypi_0 pypi
jax-cuda12-pjrt 0.7.0 pypi_0 pypi
jax-cuda12-plugin 0.7.0 pypi_0 pypi
jaxlib 0.7.0 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
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
linkify-it-py 2.0.0 py313h06a4308_0
llvmlite 0.44.0 py313hc1e8f15_1
locket 1.0.0 py313h06a4308_0
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 0.4.2 pypi_0 pypi
mdurl 0.1.0 py313h06a4308_0
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
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
nvidia-cublas-cu12 12.9.1.4 pypi_0 pypi
nvidia-cuda-cupti-cu12 12.9.79 pypi_0 pypi
nvidia-cuda-nvcc-cu12 12.9.86 pypi_0 pypi
nvidia-cuda-nvrtc-cu12 12.9.86 pypi_0 pypi
nvidia-cuda-runtime-cu12 12.9.79 pypi_0 pypi
nvidia-cudnn-cu12 9.11.0.98 pypi_0 pypi
nvidia-cufft-cu12 11.4.1.4 pypi_0 pypi
nvidia-cusolver-cu12 11.7.5.82 pypi_0 pypi
nvidia-cusparse-cu12 12.5.10.65 pypi_0 pypi
nvidia-nccl-cu12 2.27.6 pypi_0 pypi
nvidia-nvjitlink-cu12 12.9.86 pypi_0 pypi
nvidia-nvshmem-cu12 3.3.9 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
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
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 5.24.1 py313h7040dfc_1
pluggy 1.5.0 py313h06a4308_0
ply 3.11 py313h06a4308_1
poyo 0.5.0 pyhd3eb1b0_0
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
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
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
pytest 8.3.4 py313h06a4308_0
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-book-theme 0.8.3 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
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
s3fs 2025.3.2 py313h06a4308_0
scikit-image 0.25.0 py313h6a678d5_0
scikit-learn 1.6.1 py313h6a678d5_0
scipy 1.15.3 py313h7f54423_0
scrapy 2.12.0 py313h06a4308_1
seaborn 0.13.2 py313h06a4308_3
secretstorage 3.3.1 py313h06a4308_1
send2trash 1.8.2 py313h06a4308_1
service_identity 24.2.0 py313h06a4308_0
setuptools 72.1.0 py313h06a4308_0
sip 6.7.12 py313h6a678d5_1
six 1.17.0 py313h06a4308_0
sklearn-compat 0.1.3 py313h06a4308_0
smmap 4.0.0 pyhd3eb1b0_0
snappy 1.2.1 h6a678d5_0
sniffio 1.3.0 py313h06a4308_0
snowballstemmer 2.2.0 pyhd3eb1b0_0
sortedcontainers 2.4.0 pyhd3eb1b0_0
soupsieve 2.5 py313h06a4308_0
sphinx 7.4.7 pypi_0 pypi
sphinx-book-theme 1.1.4 pypi_0 pypi
sphinx-comments 0.0.3 pypi_0 pypi
sphinx-copybutton 0.5.2 pypi_0 pypi
sphinx-design 0.6.1 pypi_0 pypi
sphinx-exercise 1.0.1 pypi_0 pypi
sphinx-external-toc 1.0.1 pypi_0 pypi
sphinx-jupyterbook-latex 1.0.0 pypi_0 pypi
sphinx-multitoc-numbering 0.1.3 pypi_0 pypi
sphinx-proof 0.2.1 pypi_0 pypi
sphinx-reredirects 0.1.4 pypi_0 pypi
sphinx-thebe 0.3.1 pypi_0 pypi
sphinx-togglebutton 0.3.2 pypi_0 pypi
sphinx-tojupyter 0.3.1 pypi_0 pypi
sphinxcontrib-applehelp 2.0.0 pyhd3eb1b0_1
sphinxcontrib-bibtex 2.6.5 pypi_0 pypi
sphinxcontrib-devhelp 2.0.0 pyhd3eb1b0_0
sphinxcontrib-htmlhelp 2.1.0 pyhd3eb1b0_0
sphinxcontrib-jsmath 1.0.1 pyhd3eb1b0_0
sphinxcontrib-qthelp 2.0.0 pyhd3eb1b0_1
sphinxcontrib-serializinghtml 2.0.0 pyhd3eb1b0_0
sphinxcontrib-youtube 1.4.1 pypi_0 pypi
sphinxext-rediraffe 0.2.7 pypi_0 pypi
spyder 6.0.7 py313h06a4308_1
spyder-kernels 3.0.5 py313h7040dfc_0
sqlalchemy 2.0.39 py313h00e1ef3_0
sqlite 3.45.3 h5eee18b_0
stack_data 0.2.0 pyhd3eb1b0_0
statsmodels 0.14.4 py313h5eee18b_0
streamlit 1.45.1 py313h06a4308_1
superqt 0.7.3 py313h7040dfc_0
sympy 1.13.3 py313h06a4308_1
tabulate 0.9.0 py313h06a4308_0
tbb 2021.8.0 hdb19cb5_0
tblib 3.1.0 py313h06a4308_0
tenacity 9.0.0 py313h06a4308_0
terminado 0.17.1 py313h06a4308_0
text-unidecode 1.3 pyhd3eb1b0_0
textdistance 4.6.3 py313h7040dfc_0
threadpoolctl 3.5.0 py313h7040dfc_0
three-merge 0.1.1 pyhd3eb1b0_0
tifffile 2025.2.18 py313h06a4308_0
tinycss2 1.4.0 py313h06a4308_0
tk 8.6.14 h993c535_1
tldextract 5.1.2 py313h06a4308_0
toml 0.10.2 pyhd3eb1b0_0
tomli 2.0.1 py313h06a4308_1
tomlkit 0.13.2 py313h06a4308_0
toolz 1.0.0 py313h06a4308_0
tornado 6.5.1 py313h5eee18b_0
tqdm 4.67.1 py313h7040dfc_0
traitlets 5.14.3 py313h06a4308_0
twisted 24.11.0 py313h06a4308_0
typing-extensions 4.12.2 py313h06a4308_0
typing_extensions 4.12.2 py313h06a4308_0
tzdata 2025b h04d1e81_0
uc-micro-py 1.0.1 py313h06a4308_0
ujson 5.10.0 py313h6a678d5_1
unidecode 1.3.8 py313h06a4308_0
unixodbc 2.3.11 h5eee18b_0
uri-template 1.3.0 pypi_0 pypi
urllib3 2.3.0 py313h06a4308_0
utf8proc 2.6.1 h5eee18b_1
w3lib 1.21.0 pyhd3eb1b0_0
watchdog 4.0.2 py313h06a4308_0
wcwidth 0.2.5 pyhd3eb1b0_0
webcolors 24.11.1 pypi_0 pypi
webencodings 0.5.1 py313h06a4308_2
websocket-client 1.8.0 py313h06a4308_0
werkzeug 3.1.3 py313h06a4308_0
whatthepatch 1.0.2 py313h06a4308_0
wheel 0.45.1 py313h06a4308_0
widgetsnbextension 4.0.13 py313h06a4308_0
wrapt 1.17.0 py313h5eee18b_0
wurlitzer 3.0.2 py313h06a4308_0
xarray 2025.4.0 py313h06a4308_0
xkeyboard-config 2.44 h5eee18b_0
xorg-libx11 1.8.12 h9b100fa_1
xorg-libxau 1.0.12 h9b100fa_0
xorg-libxdmcp 1.1.5 h9b100fa_0
xorg-xorgproto 2024.1 h5eee18b_1
xyzservices 2022.9.0 py313h06a4308_1
xz 5.6.4 h5eee18b_1
yaml 0.2.5 h7b6447c_0
yapf 0.40.2 py313h06a4308_0
yarl 1.18.0 py313h5eee18b_0
zeromq 4.3.5 h6a678d5_0
zict 3.0.0 py313h06a4308_0
zipp 3.21.0 py313h06a4308_0
zlib 1.2.13 h5eee18b_1
zlib-ng 2.0.7 h5eee18b_0
zope 1.0 py313h06a4308_1
zope.interface 7.1.1 py313h5eee18b_0
zstd 1.5.6 hc292b87_0
You can check the backend used by JAX using:
import jax
# Check if JAX is using GPU
print(f"JAX backend: {jax.devices()[0].platform}")
JAX backend: gpu
and the hardware we are running on:
!nvidia-smi
/home/runner/miniconda3/envs/quantecon/lib/python3.13/pty.py:95: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.
pid, fd = os.forkpty()
Mon Aug 4 06:14:33 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 575.51.03 Driver Version: 575.51.03 CUDA Version: 12.9 |
|-----------------------------------------+------------------------+----------------------+
| 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 Off | 00000000:00:1E.0 Off | 0 |
| N/A 30C P0 26W / 70W | 111MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| 0 N/A N/A 2459 C ...da3/envs/quantecon/bin/python 108MiB |
+-----------------------------------------------------------------------------------------+