92. Execution Statistics#
This table contains the latest execution statistics.
Document |
Modified |
Method |
Run Time (s) |
Status |
|---|---|---|---|---|
2025-12-23 04:47 |
cache |
27.03 |
✅ |
|
2025-12-23 04:47 |
cache |
11.74 |
✅ |
|
2025-12-23 04:48 |
cache |
29.62 |
✅ |
|
2025-12-23 04:52 |
cache |
244.14 |
✅ |
|
2025-12-23 04:52 |
cache |
22.42 |
✅ |
|
2025-12-23 04:54 |
cache |
88.7 |
✅ |
|
2025-12-23 05:12 |
cache |
1080.69 |
✅ |
|
2025-12-23 05:12 |
cache |
10.66 |
✅ |
|
2025-12-23 05:12 |
cache |
16.09 |
✅ |
|
2025-12-23 05:12 |
cache |
5.14 |
✅ |
|
2025-12-23 05:12 |
cache |
13.05 |
✅ |
|
2025-12-23 05:12 |
cache |
6.02 |
✅ |
|
2025-12-23 05:13 |
cache |
0.91 |
✅ |
|
2025-12-23 05:13 |
cache |
12.14 |
✅ |
|
2025-12-23 05:13 |
cache |
5.29 |
✅ |
|
2025-12-23 05:21 |
cache |
470.72 |
✅ |
|
2025-12-23 05:21 |
cache |
7.54 |
✅ |
|
2025-12-23 05:21 |
cache |
5.58 |
✅ |
|
2025-12-23 05:21 |
cache |
1.73 |
✅ |
|
2025-12-23 05:21 |
cache |
3.58 |
✅ |
|
2025-12-23 05:22 |
cache |
47.08 |
✅ |
|
2025-12-23 05:22 |
cache |
2.94 |
✅ |
|
2025-12-23 05:22 |
cache |
26.31 |
✅ |
|
2025-12-23 05:22 |
cache |
13.29 |
✅ |
|
2025-12-23 05:23 |
cache |
9.91 |
✅ |
|
2025-12-23 05:23 |
cache |
17.52 |
✅ |
|
2025-12-23 05:23 |
cache |
9.18 |
✅ |
|
2025-12-23 05:27 |
cache |
247.08 |
✅ |
|
2025-12-23 05:27 |
cache |
1.12 |
✅ |
|
2025-12-23 05:27 |
cache |
9.48 |
✅ |
|
2025-12-23 05:28 |
cache |
14.93 |
✅ |
|
2025-12-23 05:28 |
cache |
7.58 |
✅ |
|
2025-12-23 05:28 |
cache |
39.07 |
✅ |
|
2025-12-23 05:29 |
cache |
30.07 |
✅ |
|
2025-12-23 05:29 |
cache |
24.86 |
✅ |
|
2025-12-23 05:30 |
cache |
10.35 |
✅ |
|
2025-12-23 05:30 |
cache |
43.53 |
✅ |
|
2025-12-23 05:31 |
cache |
21.6 |
✅ |
|
2025-12-23 05:31 |
cache |
29.23 |
✅ |
|
2025-12-23 05:31 |
cache |
18.36 |
✅ |
|
2025-12-23 05:31 |
cache |
2.4 |
✅ |
|
2025-12-23 05:32 |
cache |
7.34 |
✅ |
|
2025-12-23 05:32 |
cache |
9.26 |
✅ |
|
2025-12-23 05:32 |
cache |
11.25 |
✅ |
|
2025-12-23 05:32 |
cache |
4.67 |
✅ |
|
2025-12-23 05:32 |
cache |
4.81 |
✅ |
|
2025-12-23 05:32 |
cache |
4.15 |
✅ |
|
2025-12-23 05:33 |
cache |
42.84 |
✅ |
|
2025-12-23 05:33 |
cache |
14.41 |
✅ |
|
2025-12-23 05:34 |
cache |
23.88 |
✅ |
|
2025-12-23 05:34 |
cache |
14.15 |
✅ |
|
2025-12-23 05:34 |
cache |
10.81 |
✅ |
|
2025-12-23 05:34 |
cache |
15.59 |
✅ |
|
2025-12-23 05:35 |
cache |
77.46 |
✅ |
|
2025-12-23 05:36 |
cache |
10.69 |
✅ |
|
2025-12-23 05:36 |
cache |
15.49 |
✅ |
|
2025-12-23 05:36 |
cache |
17.86 |
✅ |
|
2025-12-23 05:36 |
cache |
4.24 |
✅ |
|
2025-12-23 05:37 |
cache |
27.29 |
✅ |
|
2025-12-23 05:38 |
cache |
56.0 |
✅ |
|
2025-12-23 05:39 |
cache |
48.31 |
✅ |
|
2025-12-23 05:39 |
cache |
8.0 |
✅ |
|
2025-12-23 05:39 |
cache |
11.87 |
✅ |
|
2025-12-23 05:39 |
cache |
1.85 |
✅ |
|
2025-12-23 05:39 |
cache |
2.33 |
✅ |
|
2025-12-23 05:39 |
cache |
5.15 |
✅ |
|
2025-12-23 05:39 |
cache |
19.01 |
✅ |
|
2025-12-23 05:40 |
cache |
53.62 |
✅ |
|
2025-12-23 05:40 |
cache |
4.8 |
✅ |
|
2025-12-23 05:40 |
cache |
4.47 |
✅ |
|
2025-12-23 05:40 |
cache |
3.64 |
✅ |
|
2025-12-23 05:41 |
cache |
7.17 |
✅ |
|
2025-12-23 05:41 |
cache |
9.12 |
✅ |
|
2025-12-23 05:42 |
cache |
57.59 |
✅ |
|
2025-12-23 05:42 |
cache |
1.25 |
✅ |
|
2025-12-23 05:42 |
cache |
2.59 |
✅ |
|
2025-12-23 05:42 |
cache |
3.63 |
✅ |
|
2025-12-23 05:42 |
cache |
10.17 |
✅ |
|
2025-12-23 05:42 |
cache |
10.42 |
✅ |
|
2025-12-23 05:42 |
cache |
2.8 |
✅ |
|
2025-12-23 05:42 |
cache |
4.38 |
✅ |
|
2025-12-23 05:42 |
cache |
6.83 |
✅ |
|
2025-12-23 05:42 |
cache |
1.53 |
✅ |
|
2025-12-23 05:27 |
cache |
1.12 |
✅ |
|
2025-12-23 05:43 |
cache |
23.55 |
✅ |
|
2025-12-23 05:43 |
cache |
2.65 |
✅ |
|
2025-12-23 05:43 |
cache |
2.55 |
✅ |
|
2025-12-23 05:27 |
cache |
1.12 |
✅ |
|
2025-12-23 05:43 |
cache |
2.52 |
✅ |
|
2025-12-23 05:43 |
cache |
18.98 |
✅ |
|
2025-12-23 05:44 |
cache |
13.23 |
✅ |
|
2025-12-23 05:44 |
cache |
32.63 |
✅ |
|
2025-12-23 05:27 |
cache |
1.12 |
✅ |
These lectures are built on linux instances through github actions.
These lectures are using the following python version
!python --version
Python 3.13.9
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 2.25.0 py313h06a4308_0
aiodns 3.5.0 py313h06a4308_1
aiohappyeyeballs 2.6.1 py313h06a4308_0
aiohttp 3.13.2 py313hee96239_0
aioitertools 0.12.0 py313h06a4308_0
aiosignal 1.4.0 py313h06a4308_0
alabaster 0.7.16 py313h06a4308_0
alsa-lib 1.2.14 h5eee18b_0
altair 5.5.0 py313h06a4308_0
anaconda 2025.12 py313_mkl_0
anyio 4.10.0 py313h06a4308_0
aom 3.12.1 h7934f7d_0
appdirs 1.4.4 pyhd3eb1b0_0
argon2-cffi 21.3.0 pyhd3eb1b0_0
argon2-cffi-bindings 25.1.0 py313hee96239_0
arrow 1.4.0 py313h06a4308_0
arrow-cpp 21.0.0 hac1acdb_1
arviz 0.23.0 pypi_0 pypi
astroid 3.3.11 py313h06a4308_0
astropy 7.1.1 py313haa0f9ac_0
astropy-iers-data 0.2025.11.10.0.38.31 py313h06a4308_0
asttokens 3.0.0 py313h06a4308_0
async-lru 2.0.5 py313h06a4308_0
asyncssh 2.21.1 py313h06a4308_0
atomicwrites 1.4.0 py_0
attrs 25.4.0 py313h06a4308_2
automat 24.8.1 py313h06a4308_0
autopep8 2.0.4 pyhd3eb1b0_0
aws-c-auth 0.9.0 hb25bd0a_2
aws-c-cal 0.9.2 h3ff94e8_1
aws-c-common 0.12.4 hb25bd0a_0
aws-c-compression 0.3.1 hb25bd0a_2
aws-c-event-stream 0.5.6 hb25bd0a_0
aws-c-http 0.10.4 hb25bd0a_0
aws-c-io 0.21.4 h3eb0749_0
aws-c-mqtt 0.13.3 hb25bd0a_0
aws-c-s3 0.8.7 h3ff94e8_0
aws-c-sdkutils 0.2.4 hb25bd0a_1
aws-checksums 0.2.7 hb25bd0a_1
aws-crt-cpp 0.34.0 h7934f7d_0
aws-sdk-cpp 1.11.638 hac3f51a_0
babel 2.17.0 py313h06a4308_0
bcrypt 5.0.0 py313h498d7c9_0
beautifulsoup4 4.13.5 py313h06a4308_0
binaryornot 0.4.4 pyhd3eb1b0_1
black 25.9.0 py313h06a4308_0
blas 1.0 mkl
bleach 6.3.0 py313h06a4308_0
blinker 1.9.0 py313h06a4308_0
blosc 1.21.6 hf7d4471_0
bokeh 3.8.0 py313h06a4308_0
botocore 1.40.46 py313h06a4308_0
bottleneck 1.4.2 py313haa0f9ac_1
brotlicffi 1.1.0.0 py313hbdd6827_0
bzip2 1.0.8 h5eee18b_6
c-ares 1.34.5 hef5626c_0
c-blosc2 2.17.1 h4257ac4_0
ca-certificates 2025.11.4 h06a4308_0
cachetools 5.5.1 py313h06a4308_0
cairo 1.18.4 h44eff21_0
cattrs 25.3.0 py313hd0c6730_0
certifi 2025.11.12 py313h06a4308_0
cffi 2.0.0 py313h4eded50_1
chardet 5.2.0 py313h06a4308_0
charset-normalizer 3.4.4 py313h06a4308_0
choreographer 1.2.1 pypi_0 pypi
click 8.2.1 py313h06a4308_0
cloudpickle 3.1.1 py313h06a4308_0
colorama 0.4.6 pypi_0 pypi
colorcet 3.1.0 py313h06a4308_0
comm 0.2.3 py313h06a4308_0
cons 0.4.7 pypi_0 pypi
constantly 23.10.4 py313h06a4308_0
contourpy 1.3.3 py313hdb19cb5_0
cookiecutter 2.6.0 py313h06a4308_1
cryptography 46.0.3 py313h0a354b3_0
cssselect 1.2.0 py313h06a4308_0
curl 8.16.0 he2463ab_0
curl-cffi 0.13.0 pypi_0 pypi
cycler 0.11.0 pyhd3eb1b0_0
cyrus-sasl 2.1.28 h1110e0f_3
dask 2025.11.0 py313h06a4308_0
dask-core 2025.11.0 py313h06a4308_0
datashader 0.18.2 py313h06a4308_0
dav1d 1.2.1 h5eee18b_0
dbus 1.16.2 h5bd4931_0
debugpy 1.8.16 py313hbdd6827_1
decorator 5.2.1 py313h06a4308_0
defusedxml 0.7.1 pyhd3eb1b0_0
diff-match-patch 20200713 pyhd3eb1b0_0
dill 0.4.0 py313h06a4308_0
distributed 2025.11.0 py313h06a4308_0
docstring-to-markdown 0.17 py313h06a4308_0
docutils 0.21.2 py313h06a4308_1
et_xmlfile 2.0.0 py313h06a4308_0
etuples 0.3.10 pypi_0 pypi
executing 2.2.1 py313h06a4308_0
expat 2.7.3 h3385a95_0
filelock 3.20.0 py313h06a4308_0
flake8 7.1.1 py313h06a4308_0
flask 3.1.2 py313h06a4308_0
fontconfig 2.15.0 h2c49b7f_0
fonttools 4.60.1 py313hee96239_0
formulaic 1.2.1 pypi_0 pypi
fqdn 1.5.1 pypi_0 pypi
freetype 2.13.3 h4a9f257_0
fribidi 1.0.10 h7b6447c_0
frozendict 2.4.7 pypi_0 pypi
frozenlist 1.8.0 py313hbdd6827_0
fsspec 2025.10.0 py313h7040dfc_0
gettext 0.21.0 hedfda30_2
gflags 2.2.2 h6a678d5_1
gitdb 4.0.12 py313h06a4308_0
gitpython 3.1.45 py313h06a4308_0
glib 2.84.4 h5bdd934_0
glib-tools 2.84.4 h8875d55_0
glog 0.5.0 h6a678d5_1
gmp 6.3.0 h6a678d5_0
gmpy2 2.2.1 py313h5eee18b_0
graphite2 1.3.14 h295c915_1
greenlet 3.2.4 py313hbdd6827_0
gst-plugins-base 1.24.12 hc146dc4_1
gstreamer 1.24.12 hb6d4d65_1
gstreamer-orc 0.4.41 h5eee18b_0
h11 0.16.0 py313h06a4308_1
h5netcdf 1.7.3 pypi_0 pypi
h5py 3.15.1 py313hea18c50_0
harfbuzz 10.2.0 hdfddeaa_1
hdf5 1.14.5 h2b7332f_2
heapdict 1.0.1 pyhd3eb1b0_0
holoviews 1.22.0 py313h06a4308_0
html5lib 1.1 pyhd3eb1b0_0
httpcore 1.0.9 py313h06a4308_0
httpx 0.28.1 py313h06a4308_1
hvplot 0.12.1 py313h06a4308_0
hyperlink 21.0.0 pyhd3eb1b0_0
icu 73.1 h6a678d5_0
idna 3.11 py313h06a4308_0
imageio 2.37.2 py313h7040dfc_0
imagesize 1.4.1 py313h06a4308_0
imbalanced-learn 0.14.0 py313h06a4308_0
importlib-metadata 8.7.0 py313h06a4308_0
incremental 24.7.2 pyhd3eb1b0_0
inflection 0.5.1 py313h06a4308_1
iniconfig 2.1.0 py313h06a4308_0
intake 2.0.8 py313h06a4308_0
intel-openmp 2025.0.0 h06a4308_1171
interface-meta 1.3.0 pypi_0 pypi
interpolation 2.2.7 pypi_0 pypi
intervaltree 3.1.0 pyhd3eb1b0_0
ipykernel 6.31.0 py313h7040dfc_0
ipympl 0.9.7 py313h06a4308_0
ipython 9.7.0 py313h06a4308_0
ipython_pygments_lexers 1.1.1 py313h06a4308_0
ipywidgets 8.1.7 py313h06a4308_0
isoduration 20.11.0 pypi_0 pypi
isort 6.1.0 py313h06a4308_0
itemadapter 0.12.1 py313h06a4308_0
itemloaders 1.3.2 py313h06a4308_0
itsdangerous 2.2.0 py313h06a4308_0
jansson 2.14 h5eee18b_1
jaraco.classes 3.4.0 py313h06a4308_0
jaraco.context 6.0.0 py313h06a4308_0
jaraco.functools 4.1.0 py313h06a4308_0
jax 0.8.2 pypi_0 pypi
jax-cuda13-pjrt 0.8.2 pypi_0 pypi
jax-cuda13-plugin 0.8.2 pypi_0 pypi
jaxlib 0.8.2 pypi_0 pypi
jedi 0.19.2 py313h06a4308_0
jeepney 0.7.1 pyhd3eb1b0_0
jellyfish 1.2.1 py313h498d7c9_0
jinja2 3.1.6 py313h06a4308_0
jmespath 1.0.1 py313h06a4308_0
joblib 1.5.2 py313h06a4308_0
jpeg 9f h5ce9db8_0
jq 1.8.1 h5eee18b_0
json5 0.12.1 py313h06a4308_0
jsonpointer 3.0.0 pypi_0 pypi
jsonschema 4.25.0 py313h06a4308_1
jsonschema-specifications 2025.9.1 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_1
jupyter_console 6.6.3 py313h06a4308_1
jupyter_core 5.8.1 py313h06a4308_0
jupyter_events 0.12.0 py313h06a4308_0
jupyter_server 2.16.0 py313h06a4308_0
jupyter_server_terminals 0.5.3 py313h06a4308_0
jupyterlab 4.4.7 py313h06a4308_0
jupyterlab-variableinspector 3.2.4 py313h06a4308_0
jupyterlab_pygments 0.3.0 py313h06a4308_0
jupyterlab_server 2.28.0 py313h06a4308_0
jupyterlab_widgets 3.0.15 py313h06a4308_0
kaleido 1.2.0 pypi_0 pypi
keyring 25.7.0 py313h06a4308_0
kiwisolver 1.4.9 py313h24d9097_0
lark 1.3.1 pypi_0 pypi
latexcodec 3.0.1 pypi_0 pypi
lazy_loader 0.4 py313h06a4308_0
lcms2 2.17 heab6991_0
ld_impl_linux-64 2.44 h153f514_2
lerc 4.0.0 h6a678d5_0
libabseil 20250127.0 cxx17_h6a678d5_0
libavif 1.3.0 h3539ee5_0
libbrotlicommon 1.0.9 h5eee18b_9
libbrotlidec 1.0.9 h5eee18b_9
libbrotlienc 1.0.9 h5eee18b_9
libclang13 20.1.8 default_hee3e7a4_0
libcups 2.4.2 h252cb56_2
libcurl 8.16.0 heebcbe5_0
libdeflate 1.22 h5eee18b_0
libdrm 2.4.124 h5eee18b_0
libedit 3.1.20230828 h5eee18b_0
libegl 1.7.0 h5eee18b_2
libev 4.33 h7f8727e_1
libevent 2.1.12 hdbd6064_1
libffi 3.4.4 h6a678d5_1
libgcc 15.2.0 h69a1729_7
libgcc-ng 15.2.0 h166f726_7
libgfortran 15.2.0 h166f726_7
libgfortran-ng 15.2.0 h166f726_7
libgfortran5 15.2.0 hc633d37_7
libgl 1.7.0 h5eee18b_2
libglib 2.84.4 h77a78f3_0
libglvnd 1.7.0 h5eee18b_2
libglx 1.7.0 h5eee18b_2
libgomp 15.2.0 h4751f2c_7
libgrpc 1.71.0 h2d74bed_0
libiconv 1.16 h5eee18b_3
libidn2 2.3.8 hf80d704_0
libkrb5 1.21.3 h520c7b4_4
libllvm20 20.1.8 h465586c_0
libmpdec 4.0.0 h5eee18b_0
libnghttp2 1.67.1 h697f920_0
libogg 1.3.5 h27cfd23_1
libopengl 1.7.0 h5eee18b_2
libopenjpeg 2.5.4 hee96239_1
libopus 1.3.1 h5eee18b_1
libpciaccess 0.18 h5eee18b_0
libpng 1.6.50 h2ed474d_0
libpq 17.6 ha51bf15_0
libprotobuf 5.29.3 h3cdef7c_1
libre2-11 2024.07.02 h6a678d5_0
libsass 0.23.0 pypi_0 pypi
libsodium 1.0.20 heac8642_0
libspatialindex 1.9.3 h2531618_0
libssh2 1.11.1 h251f7ec_0
libstdcxx 15.2.0 h39759b7_7
libstdcxx-ng 15.2.0 hc03a8fd_7
libthrift 0.22.0 hd8eb582_0
libtiff 4.7.1 h029b1ac_0
libunistring 1.3 hb25bd0a_0
libuuid 1.41.5 h5eee18b_0
libuv 1.48.0 h5eee18b_0
libvorbis 1.3.7 h7b6447c_0
libwebp-base 1.6.0 hb7bb969_0
libxcb 1.17.0 h9b100fa_0
libxkbcommon 1.9.1 h69220b7_0
libxml2 2.13.9 h2c43086_0
libxslt 1.1.43 h28b3bda_0
libzlib 1.3.1 hb25bd0a_0
linearmodels 7.0 pypi_0 pypi
linkify-it-py 2.0.3 py313h06a4308_0
llvmlite 0.45.1 py313h265b4e5_0
lmdb 0.9.31 hb25bd0a_0
locket 1.0.0 py313h06a4308_0
logical-unification 0.4.7 pypi_0 pypi
logistro 2.0.1 pypi_0 pypi
lsprotocol 2025.0.0 py313h06a4308_0
lxml 5.3.0 py313hd70a998_2
lz4 4.4.5 py313ha9de75d_0
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 3.10.6 py313h06a4308_1
matplotlib-base 3.10.6 py313h4948728_1
matplotlib-inline 0.2.1 py313h06a4308_0
mccabe 0.7.0 pyhd3eb1b0_0
mdit-py-plugins 0.5.0 py313h06a4308_0
mdurl 0.1.2 py313h06a4308_0
minikanren 1.0.5 pypi_0 pypi
mistune 3.1.2 py313h06a4308_0
mkl 2025.0.0 hacee8c2_941
mkl-service 2.5.2 py313hacdc0fc_0
mkl_fft 2.1.1 py313h57662e1_0
mkl_random 1.3.0 py313h23c847b_0
ml-dtypes 0.5.4 pypi_0 pypi
more-itertools 10.8.0 py313h06a4308_0
mpc 1.3.1 h5eee18b_0
mpfr 4.2.1 h5eee18b_0
mpi 1.0 mpich
mpi4py 4.0.3 py313hb6b6513_0
mpich 4.3.2 hf345156_0
mpmath 1.3.0 py313h06a4308_0
msgpack-python 1.1.1 py313h6a678d5_0
multidict 6.7.0 py313hee96239_0
multipledispatch 1.0.0 py313h06a4308_0
multitasking 0.0.12 pypi_0 pypi
mypy 1.17.1 py313hee96239_1
mypy_extensions 1.0.0 py313h06a4308_0
mysql-common 9.3.0 h0021b1a_3
mysql-libs 9.3.0 h797a5cd_3
myst-nb 1.3.0 pypi_0 pypi
myst-parser 3.0.1 pypi_0 pypi
narwhals 2.7.0 py313h06a4308_0
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 6.5 h7934f7d_0
nest-asyncio 1.6.0 py313h06a4308_0
networkx 3.5 py313h06a4308_0
nltk 3.9.2 py313hf83b21e_0
notebook 7.4.5 py313h06a4308_0
notebook-shim 0.2.4 py313h06a4308_0
nspr 4.37 h8459abe_0
nss 3.117 h3135ca0_0
numba 0.62.1 py313h23c847b_0
numexpr 2.14.1 py313h41d4191_0
numpy 2.3.5 py313h08c6c3d_0
numpy-base 2.3.5 py313h00548fb_0
numpydoc 1.9.0 py313h06a4308_0
numpyro 0.19.0 pypi_0 pypi
nvidia-cublas 13.2.0.9 pypi_0 pypi
nvidia-cuda-crt 13.1.80 pypi_0 pypi
nvidia-cuda-cupti 13.1.75 pypi_0 pypi
nvidia-cuda-nvcc 13.1.80 pypi_0 pypi
nvidia-cuda-nvrtc 13.1.80 pypi_0 pypi
nvidia-cuda-runtime 13.1.80 pypi_0 pypi
nvidia-cudnn-cu13 9.17.1.4 pypi_0 pypi
nvidia-cufft 12.1.0.31 pypi_0 pypi
nvidia-cusolver 12.0.7.41 pypi_0 pypi
nvidia-cusparse 12.7.2.19 pypi_0 pypi
nvidia-nccl-cu13 2.28.9 pypi_0 pypi
nvidia-nvjitlink 13.1.80 pypi_0 pypi
nvidia-nvshmem-cu13 3.4.5 pypi_0 pypi
nvidia-nvvm 13.1.80 pypi_0 pypi
oniguruma 6.9.10 hb25bd0a_0
openldap 2.6.10 he9288cc_1
openpyxl 3.1.5 py313h5eee18b_1
openssl 3.0.18 hd6dcaed_0
opt-einsum 3.4.0 pypi_0 pypi
orc 2.2.0 h372e9aa_0
orjson 3.11.5 pypi_0 pypi
overrides 7.7.0 py313h06a4308_0
packaging 25.0 py313h06a4308_1
pandas 2.3.3 py313h23c847b_1
pandoc 3.8 h06a4308_0
pandocfilters 1.5.1 py313h06a4308_0
panel 1.8.3 py313h06a4308_0
param 2.3.0 py313h06a4308_0
parsel 1.10.0 py313h06a4308_0
parso 0.8.5 py313h06a4308_0
partd 1.4.2 py313h06a4308_0
pathspec 0.12.1 py313h06a4308_1
patsy 1.0.1 py313h06a4308_0
pcre2 10.46 hf426167_0
peewee 3.18.3 pypi_0 pypi
pexpect 4.9.0 py313h06a4308_1
pickleshare 0.7.5 pyhd3eb1b0_1003
pillow 12.0.0 py313h3b88751_1
pip 25.3 pyhc872135_0
pixman 0.46.4 h7934f7d_0
platformdirs 4.5.0 py313h06a4308_0
plotly 6.5.0 pypi_0 pypi
plotly-orca 1.3.1 1 plotly
pluggy 1.5.0 py313h06a4308_0
pot 0.9.6.post1 pypi_0 pypi
prettytable 3.17.0 pypi_0 pypi
prometheus_client 0.21.1 py313h06a4308_0
prompt-toolkit 3.0.52 py313h06a4308_1
prompt_toolkit 3.0.52 hd3eb1b0_1
propcache 0.3.1 py313h5eee18b_0
protego 0.4.0 py313h06a4308_0
protobuf 5.29.3 py313he621ea3_0
psutil 7.0.0 py313hee96239_1
pthread-stubs 0.3 h0ce48e5_1
ptyprocess 0.7.0 pyhd3eb1b0_3
pure_eval 0.2.3 py313h06a4308_0
py-cpuinfo 9.0.0 py313h06a4308_0
pyarrow 21.0.0 py313h23c847b_0
pyasn1 0.6.1 py313h06a4308_0
pyasn1-modules 0.4.2 py313h06a4308_0
pybtex 0.25.1 pypi_0 pypi
pybtex-docutils 1.0.3 pypi_0 pypi
pycares 4.10.0 py313ha137689_0
pycodestyle 2.12.1 py313h06a4308_0
pycparser 2.23 py313h06a4308_0
pyct 0.6.0 py313h06a4308_0
pycurl 7.45.7 py313he7f09ab_0
pydata-sphinx-theme 0.15.4 pypi_0 pypi
pydispatcher 2.0.7 py313h06a4308_0
pydocstyle 6.3.0 py313h06a4308_0
pyerfa 2.0.1.5 py313h5eee18b_0
pyflakes 3.2.0 py313h06a4308_0
pygithub 2.8.1 py313h06a4308_0
pygments 2.19.2 py313h06a4308_0
pyhdfe 0.2.0 pypi_0 pypi
pyjwt 2.10.1 py313h06a4308_0
pylint 3.3.8 py313h06a4308_0
pylint-venv 3.0.3 py313h06a4308_0
pyls-spyder 0.4.0 pyhd3eb1b0_0
pymc 5.27.0 pypi_0 pypi
pynacl 1.6.0 py313h2630517_0
pyodbc 5.3.0 py313hab19121_0
pyopenssl 25.3.0 py313hef88997_0
pyparsing 3.2.5 py313h06a4308_0
pyqt 5.15.11 py313h144e999_0
pyqt5-sip 12.17.0 py313hee96239_0
pyqtwebengine 5.15.11 py313hf9d9379_0
pysocks 1.7.1 py313h06a4308_1
pytables 3.10.2 py313hc48ae32_2
pytensor 2.36.1 pypi_0 pypi
pytest 8.4.2 py313h06a4308_0
pytest-timeout 2.4.0 pypi_0 pypi
python 3.13.9 h7e8bc2b_100_cp313
python-dateutil 2.9.0post0 py313h06a4308_2
python-fastjsonschema 2.21.2 py313h06a4308_0
python-json-logger 3.2.1 py313h06a4308_0
python-lmdb 1.7.5 py313hbe636e0_0
python-lsp-black 2.0.0 py313h06a4308_1
python-lsp-jsonrpc 1.1.2 pyhd3eb1b0_0
python-lsp-ruff 2.3.0 py313h06a4308_0
python-lsp-server 1.13.1 py313h7040dfc_0
python-slugify 8.0.4 py313h06a4308_0
python-tzdata 2025.2 pyhd3eb1b0_0
python_abi 3.13 2_cp313
pytokens 0.3.0 py313h06a4308_0
pytoolconfig 1.2.6 py313h06a4308_0
pytz 2025.2 py313h06a4308_0
pyuca 1.2 py313h06a4308_1
pyviz_comms 3.0.6 py313h06a4308_0
pywavelets 1.9.0 py313hb25bd0a_0
pyxdg 0.28 py313h06a4308_0
pyyaml 6.0.3 py313h591646f_0
pyzmq 27.1.0 py313hcf8288c_1
qdarkstyle 3.2.3 pyhd3eb1b0_0
qstylizer 0.2.2 py313h06a4308_0
qt-main 5.15.2 hded0198_13
qt-webengine 5.15.9 he2071f7_8
qtawesome 1.4.0 py313h06a4308_0
qtconsole 5.7.0 py313h06a4308_0
qtpy 2.4.3 py313h06a4308_0
quantecon 0.10.1 pypi_0 pypi
quantecon-book-theme 0.15.1 pypi_0 pypi
queuelib 1.8.0 py313h06a4308_0
re2 2024.07.02 hdb19cb5_0
readline 8.3 hc2a1206_0
referencing 0.37.0 py313h06a4308_0
regex 2025.9.1 py313hee96239_0
requests 2.32.5 py313h06a4308_1
requests-file 2.1.0 py313h06a4308_0
rfc3339-validator 0.1.4 py313h06a4308_0
rfc3986-validator 0.1.1 py313h06a4308_0
rfc3987-syntax 1.1.0 pypi_0 pypi
rich 14.2.0 py313h06a4308_0
roman-numerals-py 3.1.0 py313h06a4308_0
rope 1.14.0 py313h06a4308_0
rpds-py 0.28.0 py313h498d7c9_0
rtree 1.4.1 py313h7b4d351_0
ruff 0.12.0 py313hc6f7160_0
s2n 1.5.14 hdbd6064_0
s3fs 2025.10.0 py313h06a4308_0
scikit-image 0.25.2 py313h06d7b56_0
scikit-learn 1.7.2 py313h23c847b_0
scipy 1.16.3 py313h33bc11c_0
scrapy 2.13.3 py313h06a4308_0
seaborn 0.13.2 py313h06a4308_3
secretstorage 3.4.0 py313h3e8c6aa_0
send2trash 1.8.2 py313h06a4308_1
service_identity 24.2.0 py313h06a4308_0
setuptools 80.9.0 py313h06a4308_0
simplejson 3.20.2 pypi_0 pypi
sip 6.12.0 py313h7934f7d_0
six 1.17.0 py313h06a4308_0
smmap 4.0.0 pyhd3eb1b0_0
snappy 1.2.1 h6a678d5_0
sniffio 1.3.0 py313h06a4308_0
snowballstemmer 3.0.1 py313h06a4308_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 1.2.0 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 0.4.0 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 6.1.0 py313hc6bd4b5_2
spyder-kernels 3.1.1 py313h7040dfc_0
sqlalchemy 2.0.43 py313h7e39e78_0
sqlite 3.51.0 h2a70700_0
stack_data 0.6.3 py313h06a4308_0
statsmodels 0.14.5 py313hf0014fa_0
streamlit 1.51.0 py313h06a4308_0
superqt 0.7.6 py313h4edb3dd_0
sympy 1.14.0 py313h06a4308_0
tabulate 0.9.0 py313h06a4308_0
tbb 2022.0.0 hdb19cb5_0
tbb-devel 2022.0.0 hdb19cb5_0
tblib 3.1.0 py313h06a4308_0
tenacity 9.1.2 py313h06a4308_0
terminado 0.18.1 py313h06a4308_0
text-unidecode 1.3 pyhd3eb1b0_0
textdistance 4.6.3 py313h7040dfc_1
threadpoolctl 3.5.0 py313h7040dfc_0
three-merge 0.1.1 pyhd3eb1b0_0
tifffile 2025.10.4 py313h06a4308_0
tinycss2 1.4.0 py313h06a4308_0
tk 8.6.15 h54e0aa7_0
tldextract 5.1.2 py313h06a4308_0
toml 0.10.2 pyhd3eb1b0_0
tomli 2.2.1 py313h06a4308_0
tomlkit 0.13.3 py313h06a4308_0
toolz 1.0.0 py313h06a4308_0
tornado 6.5.1 py313h5eee18b_0
tqdm 4.67.1 py313h7040dfc_1
traitlets 5.14.3 py313h06a4308_0
twisted 25.5.0 py313h06a4308_0
typing-extensions 4.15.0 py313h06a4308_0
typing_extensions 4.15.0 py313h06a4308_0
tzdata 2025b h04d1e81_0
uc-micro-py 1.0.3 py313h06a4308_0
ujson 5.11.0 py313hbdd6827_0
unixodbc 2.3.14 h10e04f9_0
uri-template 1.3.0 pypi_0 pypi
urllib3 2.5.0 py313h06a4308_0
utf8proc 2.6.1 h5eee18b_1
uvloop 0.22.1 py313h939ff40_1
w3lib 2.3.1 py313h06a4308_0
watchdog 6.0.0 py313h06a4308_0
wcwidth 0.2.13 py313h06a4308_0
webcolors 25.10.0 pypi_0 pypi
webencodings 0.5.1 py313h06a4308_2
websocket-client 1.8.0 py313h06a4308_0
websockets 15.0.1 pypi_0 pypi
werkzeug 3.1.3 py313h06a4308_0
whatthepatch 1.0.7 py313h06a4308_0
wheel 0.45.1 py313h06a4308_0
widgetsnbextension 4.0.14 py313h06a4308_0
wrapt 1.17.0 py313h5eee18b_0
wurlitzer 3.1.1 py313h06a4308_0
xarray 2025.10.1 py313h06a4308_0
xarray-einstats 0.9.1 pypi_0 pypi
xcb-util 0.4.1 h5eee18b_2
xcb-util-image 0.4.0 h5eee18b_2
xcb-util-keysyms 0.4.1 h5eee18b_0
xcb-util-renderutil 0.3.10 h5eee18b_0
xcb-util-wm 0.4.2 h5eee18b_0
xkeyboard-config 2.44 h5eee18b_0
xorg-libice 1.1.2 h9b100fa_0
xorg-libsm 1.2.6 h9b100fa_0
xorg-libx11 1.8.12 h9b100fa_1
xorg-libxau 1.0.12 h9b100fa_0
xorg-libxcomposite 0.4.6 h9b100fa_2
xorg-libxdamage 1.1.6 h9b100fa_0
xorg-libxdmcp 1.1.5 h9b100fa_0
xorg-libxext 1.3.6 h9b100fa_0
xorg-libxfixes 6.0.1 h9b100fa_0
xorg-libxi 1.8.2 h9b100fa_0
xorg-libxrandr 1.5.4 h9b100fa_0
xorg-libxrender 0.9.12 h9b100fa_0
xorg-libxtst 1.2.5 h9b100fa_3
xorg-libxxf86vm 1.1.6 h9b100fa_0
xorg-xorgproto 2024.1 h5eee18b_1
xyzservices 2025.4.0 py313h06a4308_0
xz 5.6.4 h5eee18b_1
yaml 0.2.5 h7b6447c_0
yapf 0.43.0 py313h06a4308_0
yarl 1.22.0 py313hee96239_0
yfinance 1.0 pypi_0 pypi
zeromq 4.3.5 hb0a5e54_1
zict 3.0.0 py313h06a4308_0
zipp 3.23.0 py313h06a4308_0
zlib 1.3.1 hb25bd0a_0
zlib-ng 2.0.7 h5eee18b_0
zope 1.0 py313h06a4308_1
zope.interface 8.0.1 py313hee96239_0
zstd 1.5.7 h11fc155_0
This lecture series has access to the following GPU
!nvidia-smi
Tue Dec 23 05:42:52 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 26C 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:
import jax
# Check if JAX is using GPU
print(f"JAX backend: {jax.devices()[0].platform}")
JAX backend: gpu