82. Execution Statistics#

This table contains the latest execution statistics.

Document

Modified

Method

Run Time (s)

Status

aiyagari

2025-06-16 03:39

cache

22.82

✅

ak2

2025-06-16 03:39

cache

13.41

✅

ar1_bayes

2025-06-16 03:45

cache

361.48

✅

ar1_turningpts

2025-06-16 03:46

cache

40.19

✅

back_prop

2025-06-16 03:47

cache

85.33

✅

bayes_nonconj

2025-06-16 04:55

cache

4101.08

✅

cake_eating_numerical

2025-06-16 04:56

cache

23.16

✅

cake_eating_problem

2025-06-16 04:56

cache

2.04

✅

career

2025-06-16 04:56

cache

11.53

✅

cass_fiscal

2025-07-14 01:03

cache

24.67

✅

cass_fiscal_2

2025-07-14 01:03

cache

6.03

✅

cass_koopmans_1

2025-06-16 04:57

cache

11.75

✅

cass_koopmans_2

2025-06-16 04:57

cache

6.97

✅

coleman_policy_iter

2025-06-16 04:57

cache

11.58

✅

cross_product_trick

2025-06-16 04:57

cache

1.04

✅

egm_policy_iter

2025-06-16 04:57

cache

5.45

✅

eig_circulant

2025-06-16 04:57

cache

4.1

✅

exchangeable

2025-06-16 04:57

cache

8.28

✅

finite_markov

2025-06-16 04:57

cache

6.28

✅

ge_arrow

2025-06-16 04:57

cache

2.17

✅

harrison_kreps

2025-06-16 04:57

cache

3.75

✅

hoist_failure

2025-06-16 04:58

cache

51.93

✅

house_auction

2025-06-16 04:58

cache

3.12

✅

ifp

2025-06-16 04:59

cache

37.25

✅

ifp_advanced

2025-06-16 04:59

cache

22.28

✅

imp_sample

2025-06-16 05:03

cache

249.61

✅

intro

2025-06-16 05:04

cache

1.06

✅

inventory_dynamics

2025-06-16 05:04

cache

9.94

✅

jv

2025-06-16 05:04

cache

15.51

✅

kalman

2025-06-16 05:04

cache

6.65

✅

kalman_2

2025-06-16 05:05

cache

41.99

✅

kesten_processes

2025-06-16 05:05

cache

31.27

✅

lagrangian_lqdp

2025-06-16 05:06

cache

26.2

✅

lake_model

2025-06-16 05:06

cache

13.84

✅

likelihood_bayes

2025-06-16 05:07

cache

42.81

✅

likelihood_ratio_process

2025-06-16 05:07

cache

8.85

✅

linear_algebra

2025-06-16 05:07

cache

2.49

✅

linear_models

2025-06-16 05:07

cache

6.35

✅

lln_clt

2025-06-16 05:07

cache

11.04

✅

lq_inventories

2025-06-16 05:07

cache

12.9

✅

lqcontrol

2025-06-16 05:07

cache

5.24

✅

markov_asset

2025-06-16 05:08

cache

5.52

✅

markov_perf

2025-06-16 05:08

cache

4.57

✅

mccall_correlated

2025-06-16 05:09

cache

77.92

✅

mccall_fitted_vfi

2025-06-16 05:09

cache

10.86

✅

mccall_model

2025-06-16 05:09

cache

13.31

✅

mccall_model_with_separation

2025-06-16 05:09

cache

6.86

✅

mccall_q

2025-06-16 05:10

cache

16.48

✅

mix_model

2025-06-16 05:11

cache

62.96

✅

mle

2025-06-16 05:11

cache

5.19

✅

multi_hyper

2025-06-16 05:11

cache

19.96

✅

multivariate_normal

2025-06-16 05:11

cache

4.75

✅

navy_captain

2025-06-16 05:12

cache

28.96

✅

newton_method

2025-06-16 05:13

cache

69.95

✅

odu

2025-06-16 05:14

cache

52.29

✅

ols

2025-06-16 05:14

cache

9.93

✅

opt_transport

2025-07-14 01:04

cache

16.59

✅

optgrowth

2025-06-16 05:15

cache

64.25

✅

optgrowth_fast

2025-06-16 05:16

cache

20.67

✅

pandas_panel

2025-06-16 05:16

cache

5.02

✅

perm_income

2025-06-16 05:16

cache

4.09

✅

perm_income_cons

2025-06-16 05:16

cache

6.46

✅

prob_matrix

2025-07-14 01:04

cache

10.08

✅

prob_meaning

2025-06-16 05:17

cache

59.08

✅

qr_decomp

2025-06-16 05:17

cache

1.36

✅

rand_resp

2025-06-16 05:17

cache

3.24

✅

rational_expectations

2025-06-16 05:17

cache

3.99

✅

re_with_feedback

2025-06-16 05:17

cache

9.47

✅

samuelson

2025-06-16 05:18

cache

11.64

✅

sir_model

2025-06-16 05:18

cache

3.17

✅

stats_examples

2025-07-14 01:04

cache

4.75

✅

status

2025-06-16 05:18

cache

8.41

✅

svd_intro

2025-06-16 05:18

cache

1.59

✅

troubleshooting

2025-06-16 05:04

cache

1.06

✅

two_auctions

2025-06-16 05:18

cache

25.8

✅

uncertainty_traps

2025-06-16 05:18

cache

2.77

✅

util_rand_resp

2025-06-16 05:18

cache

2.98

✅

var_dmd

2025-06-16 05:04

cache

1.06

✅

von_neumann_model

2025-06-16 05:18

cache

2.48

✅

wald_friedman

2025-07-14 01:04

cache

14.54

✅

wald_friedman_2

2025-07-14 01:04

cache

15.5

✅

wealth_dynamics

2025-06-16 05:19

cache

30.45

✅

zreferences

2025-06-16 05:04

cache

1.06

✅

These lectures are built on linux instances through github actions.

These lectures are using the following python version

!python --version

Python 3.12.7

and the following package versions

!conda list

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               2.12.3          py312h06a4308_0  
aiohappyeyeballs          2.4.0           py312h06a4308_0  
aiohttp                   3.10.5          py312h5eee18b_0  
aioitertools              0.7.1              pyhd3eb1b0_0  
aiosignal                 1.2.0              pyhd3eb1b0_0  
alabaster                 0.7.16          py312h06a4308_0  
altair                    5.0.1           py312h06a4308_0  
anaconda                  2024.10             py312_mkl_0  
anyio                     4.2.0           py312h06a4308_0  
aom                       3.6.0                h6a678d5_0  
appdirs                   1.4.4              pyhd3eb1b0_0  
argon2-cffi               21.3.0             pyhd3eb1b0_0  
argon2-cffi-bindings      21.2.0          py312h5eee18b_0  
arrow                     1.2.3           py312h06a4308_1  
arrow-cpp                 16.1.0               hc1eb8f0_0  
arviz                     0.21.0                   pypi_0    pypi
astroid                   2.14.2          py312h06a4308_0  
astropy                   6.1.3           py312h5eee18b_0  
astropy-iers-data         0.2024.9.2.0.33.23 py312h06a4308_0  
asttokens                 2.0.5              pyhd3eb1b0_0  
async-lru                 2.0.4           py312h06a4308_0  
atomicwrites              1.4.0                      py_0  
attrs                     23.1.0          py312h06a4308_0  
autograd                  1.8.0                    pypi_0    pypi
automat                   20.2.0                     py_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               1.10.55              h721c034_0  
babel                     2.11.0          py312h06a4308_0  
bcrypt                    3.2.0           py312h5eee18b_1  
beautifulsoup4            4.12.3          py312h06a4308_0  
binaryornot               0.4.4              pyhd3eb1b0_1  
black                     24.8.0          py312h06a4308_0  
blas                      1.0                         mkl  
bleach                    4.1.0              pyhd3eb1b0_0  
blinker                   1.6.2           py312h06a4308_0  
blosc                     1.21.3               h6a678d5_0  
bokeh                     3.6.0           py312h06a4308_0  
boost-cpp                 1.82.0               hdb19cb5_2  
botocore                  1.34.69         py312h06a4308_0  
bottleneck                1.3.7           py312ha883a20_0  
brotli                    1.0.9                h5eee18b_8  
brotli-bin                1.0.9                h5eee18b_8  
brotli-python             1.0.9           py312h6a678d5_8  
brunsli                   0.1                  h2531618_0  
bzip2                     1.0.8                h5eee18b_6  
c-ares                    1.19.1               h5eee18b_0  
c-blosc2                  2.12.0               h80c7b02_0  
ca-certificates           2024.9.24            h06a4308_0  
cachetools                5.3.3           py312h06a4308_0  
certifi                   2024.8.30       py312h06a4308_0  
cffi                      1.17.1          py312h1fdaa30_0  
cfitsio                   3.470                h5893167_7  
chardet                   4.0.0           py312h06a4308_1003  
charls                    2.2.0                h2531618_0  
charset-normalizer        3.3.2              pyhd3eb1b0_0  
click                     8.1.7           py312h06a4308_0  
cloudpickle               3.0.0           py312h06a4308_0  
colorama                  0.4.6           py312h06a4308_0  
colorcet                  3.1.0           py312h06a4308_0  
comm                      0.2.1           py312h06a4308_0  
cons                      0.4.6                    pypi_0    pypi
constantly                23.10.4         py312h06a4308_0  
contourpy                 1.2.0           py312hdb19cb5_0  
cookiecutter              2.6.0           py312h06a4308_0  
cryptography              43.0.0          py312hdda0065_0  
cssselect                 1.2.0           py312h06a4308_0  
curl                      8.9.1                hdbd6064_0  
curl-cffi                 0.11.3                   pypi_0    pypi
cycler                    0.11.0             pyhd3eb1b0_0  
cyrus-sasl                2.1.28               h52b45da_1  
cython                    3.1.2                    pypi_0    pypi
cytoolz                   0.12.2          py312h5eee18b_0  
dask                      2024.8.2        py312h06a4308_0  
dask-core                 2024.8.2        py312h06a4308_0  
dask-expr                 1.1.13          py312h06a4308_0  
datashader                0.16.3          py312h06a4308_0  
dav1d                     1.2.1                h5eee18b_0  
dbus                      1.13.18              hb2f20db_0  
debugpy                   1.6.7           py312h6a678d5_0  
decorator                 5.1.1              pyhd3eb1b0_0  
defusedxml                0.7.1              pyhd3eb1b0_0  
diff-match-patch          20200713           pyhd3eb1b0_0  
dill                      0.3.8           py312h06a4308_0  
distributed               2024.8.2        py312h06a4308_0  
docstring-to-markdown     0.11            py312h06a4308_0  
docutils                  0.17.1                   pypi_0    pypi
et_xmlfile                1.1.0           py312h06a4308_1  
etuples                   0.3.9                    pypi_0    pypi
executing                 0.8.3              pyhd3eb1b0_0  
expat                     2.6.3                h6a678d5_0  
filelock                  3.18.0                   pypi_0    pypi
flake8                    7.0.0           py312h06a4308_0  
flask                     3.0.3           py312h06a4308_0  
fontconfig                2.14.1               h4c34cd2_2  
fonttools                 4.51.0          py312h5eee18b_0  
formulaic                 1.1.1                    pypi_0    pypi
fqdn                      1.5.1                    pypi_0    pypi
freetype                  2.12.1               h4a9f257_0  
frozendict                2.4.6                    pypi_0    pypi
frozenlist                1.4.0           py312h5eee18b_0  
fsspec                    2024.6.1        py312h06a4308_0  
gensim                    4.3.3           py312h526ad5a_0  
gflags                    2.2.2                h6a678d5_1  
ghp-import                1.1.0                    pypi_0    pypi
giflib                    5.2.1                h5eee18b_3  
gitdb                     4.0.7              pyhd3eb1b0_0  
gitpython                 3.1.43          py312h06a4308_0  
glib                      2.78.4               h6a678d5_0  
glib-tools                2.78.4               h6a678d5_0  
glog                      0.5.0                h6a678d5_1  
greenlet                  3.0.1           py312h6a678d5_0  
gst-plugins-base          1.14.1               h6a678d5_1  
gstreamer                 1.14.1               h5eee18b_1  
h11                       0.14.0          py312h06a4308_0  
h5netcdf                  1.6.1                    pypi_0    pypi
h5py                      3.11.0          py312h34c39bb_0  
hdf5                      1.12.1               h2b7332f_3  
heapdict                  1.0.1              pyhd3eb1b0_0  
holoviews                 1.19.1          py312h06a4308_0  
httpcore                  1.0.2           py312h06a4308_0  
httpx                     0.27.0          py312h06a4308_0  
hvplot                    0.11.0          py312h06a4308_0  
hyperlink                 21.0.0             pyhd3eb1b0_0  
icu                       73.1                 h6a678d5_0  
idna                      3.7             py312h06a4308_0  
imagecodecs               2023.1.23       py312h81b8100_1  
imageio                   2.33.1          py312h06a4308_0  
imagesize                 1.4.1           py312h06a4308_0  
imbalanced-learn          0.12.3          py312h06a4308_1  
importlib-metadata        7.0.1           py312h06a4308_0  
incremental               22.10.0            pyhd3eb1b0_0  
inflection                0.5.1           py312h06a4308_1  
iniconfig                 1.1.1              pyhd3eb1b0_0  
intake                    2.0.7           py312h06a4308_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                 6.28.0          py312h06a4308_0  
ipython                   8.27.0          py312h06a4308_0  
ipython_genutils          0.2.0              pyhd3eb1b0_1  
ipywidgets                7.8.1           py312h06a4308_0  
isoduration               20.11.0                  pypi_0    pypi
isort                     5.13.2          py312h06a4308_0  
itemadapter               0.3.0              pyhd3eb1b0_0  
itemloaders               1.1.0           py312h06a4308_0  
itsdangerous              2.2.0           py312h06a4308_0  
jaraco.classes            3.2.1              pyhd3eb1b0_0  
jax                       0.6.1                    pypi_0    pypi
jax-cuda12-pjrt           0.6.1                    pypi_0    pypi
jax-cuda12-plugin         0.6.1                    pypi_0    pypi
jaxlib                    0.6.1                    pypi_0    pypi
jedi                      0.19.1          py312h06a4308_0  
jeepney                   0.7.1              pyhd3eb1b0_0  
jellyfish                 1.0.1           py312hb02cf49_0  
jinja2                    3.1.4           py312h06a4308_0  
jmespath                  1.0.1           py312h06a4308_0  
joblib                    1.4.2           py312h06a4308_0  
jpeg                      9e                   h5eee18b_3  
jq                        1.6               h27cfd23_1000  
json5                     0.9.6              pyhd3eb1b0_0  
jsonpointer               3.0.0                    pypi_0    pypi
jsonschema                4.23.0          py312h06a4308_0  
jsonschema-specifications 2023.7.1        py312h06a4308_0  
jupyter                   1.0.0           py312h06a4308_9  
jupyter-book              1.0.3                    pypi_0    pypi
jupyter-cache             1.0.1                    pypi_0    pypi
jupyter-lsp               2.2.0           py312h06a4308_0  
jupyter-server-mathjax    0.2.6                    pypi_0    pypi
jupyter_client            8.6.0           py312h06a4308_0  
jupyter_console           6.6.3           py312h06a4308_1  
jupyter_core              5.7.2           py312h06a4308_0  
jupyter_events            0.10.0          py312h06a4308_0  
jupyter_server            2.14.1          py312h06a4308_0  
jupyter_server_terminals  0.4.4           py312h06a4308_1  
jupyterlab                4.2.5           py312h06a4308_0  
jupyterlab-variableinspector 3.1.0           py312h06a4308_0  
jupyterlab_pygments       0.1.2                      py_0  
jupyterlab_server         2.27.3          py312h06a4308_0  
jupyterlab_widgets        1.0.0              pyhd3eb1b0_1  
jxrlib                    1.1                  h7b6447c_2  
kaleido                   0.2.1                    pypi_0    pypi
keyring                   24.3.1          py312h06a4308_0  
kiwisolver                1.4.4           py312h6a678d5_0  
krb5                      1.20.1               h143b758_1  
latexcodec                3.0.0                    pypi_0    pypi
lazy-object-proxy         1.10.0          py312h5eee18b_0  
lazy_loader               0.4             py312h06a4308_0  
lcms2                     2.12                 h3be6417_0  
ld_impl_linux-64          2.40                 h12ee557_0  
lerc                      3.0                  h295c915_0  
libabseil                 20240116.2      cxx17_h6a678d5_0  
libaec                    1.0.4                he6710b0_1  
libavif                   0.11.1               h5eee18b_0  
libboost                  1.82.0               h109eef0_2  
libbrotlicommon           1.0.9                h5eee18b_8  
libbrotlidec              1.0.9                h5eee18b_8  
libbrotlienc              1.0.9                h5eee18b_8  
libclang                  14.0.6          default_hc6dbbc7_1  
libclang13                14.0.6          default_he11475f_1  
libcups                   2.4.2                h2d74bed_1  
libcurl                   8.9.1                h251f7ec_0  
libdeflate                1.17                 h5eee18b_1  
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                   1.62.2               h2d74bed_0  
libiconv                  1.16                 h5eee18b_3  
libllvm14                 14.0.6               hecde1de_4  
libnghttp2                1.57.0               h2d74bed_0  
libpng                    1.6.39               h5eee18b_0  
libpq                     12.17                hdbd6064_0  
libprotobuf               4.25.3               he621ea3_0  
libsass                   0.23.0                   pypi_0    pypi
libsodium                 1.0.18               h7b6447c_0  
libspatialindex           1.9.3                h2531618_0  
libssh2                   1.11.0               h251f7ec_0  
libstdcxx-ng              11.2.0               h1234567_1  
libthrift                 0.15.0               h1795dd8_2  
libtiff                   4.5.1                h6a678d5_0  
libuuid                   1.41.5               h5eee18b_0  
libwebp-base              1.3.2                h5eee18b_0  
libxcb                    1.15                 h7f8727e_0  
libxkbcommon              1.0.1                h5eee18b_1  
libxml2                   2.10.4               hfdd30dd_2  
libxslt                   1.1.37               h5eee18b_1  
libzopfli                 1.0.3                he6710b0_0  
linearmodels              6.1                      pypi_0    pypi
linkify-it-py             2.0.0           py312h06a4308_0  
llvmlite                  0.43.0          py312h6a678d5_0  
locket                    1.0.0           py312h06a4308_0  
logical-unification       0.4.6                    pypi_0    pypi
lxml                      5.2.1           py312hdbbb534_0  
lz4                       4.3.2           py312h5eee18b_0  
lz4-c                     1.9.4                h6a678d5_1  
lzo                       2.10                 h7b6447c_2  
markdown                  3.4.1           py312h06a4308_0  
markdown-it-py            2.2.0           py312h06a4308_1  
markupsafe                2.1.3           py312h5eee18b_0  
matplotlib                3.9.2           py312h06a4308_0  
matplotlib-base           3.9.2           py312h66fe004_0  
matplotlib-inline         0.1.6           py312h06a4308_0  
mccabe                    0.7.0              pyhd3eb1b0_0  
mdit-py-plugins           0.3.5                    pypi_0    pypi
mdurl                     0.1.0           py312h06a4308_0  
minikanren                1.0.3                    pypi_0    pypi
mistune                   2.0.4           py312h06a4308_0  
mkl                       2023.1.0         h213fc3f_46344  
mkl-service               2.4.0           py312h5eee18b_1  
mkl_fft                   1.3.10          py312h5eee18b_0  
mkl_random                1.2.7           py312h526ad5a_0  
ml-dtypes                 0.5.1                    pypi_0    pypi
more-itertools            10.3.0          py312h06a4308_0  
mpmath                    1.3.0           py312h06a4308_0  
msgpack-python            1.0.3           py312hdb19cb5_0  
multidict                 6.0.4           py312h5eee18b_0  
multipledispatch          0.6.0           py312h06a4308_0  
multitasking              0.0.11                   pypi_0    pypi
mypy                      1.11.2          py312h5eee18b_0  
mypy_extensions           1.0.0           py312h06a4308_0  
mysql                     5.7.24               h721c034_2  
myst-nb                   1.2.0                    pypi_0    pypi
myst-parser               1.0.0                    pypi_0    pypi
nbclient                  0.8.0           py312h06a4308_0  
nbconvert                 7.16.4          py312h06a4308_0  
nbdime                    4.0.2                    pypi_0    pypi
nbformat                  5.10.4          py312h06a4308_0  
ncurses                   6.4                  h6a678d5_0  
nest-asyncio              1.6.0           py312h06a4308_0  
networkx                  3.3             py312h06a4308_0  
nltk                      3.9.1           py312h06a4308_0  
notebook                  7.2.2           py312h06a4308_1  
notebook-shim             0.2.3           py312h06a4308_0  
nspr                      4.35                 h6a678d5_0  
nss                       3.89.1               h6a678d5_0  
numba                     0.60.0          py312h526ad5a_0  
numexpr                   2.8.7           py312hf827012_0  
numpy                     1.26.4          py312hc5e2394_0  
numpy-base                1.26.4          py312h0da6c21_0  
numpydoc                  1.7.0           py312h06a4308_0  
numpyro                   0.18.0                   pypi_0    pypi
nvidia-cublas-cu12        12.8.4.1                 pypi_0    pypi
nvidia-cuda-cupti-cu12    12.8.90                  pypi_0    pypi
nvidia-cuda-nvrtc-cu12    12.8.93                  pypi_0    pypi
nvidia-cuda-runtime-cu12  12.8.90                  pypi_0    pypi
nvidia-cudnn-cu12         9.10.2.21                pypi_0    pypi
nvidia-cufft-cu12         11.3.3.83                pypi_0    pypi
nvidia-cufile-cu12        1.13.1.3                 pypi_0    pypi
nvidia-curand-cu12        10.3.9.90                pypi_0    pypi
nvidia-cusolver-cu12      11.7.3.90                pypi_0    pypi
nvidia-cusparse-cu12      12.5.8.93                pypi_0    pypi
nvidia-cusparselt-cu12    0.7.1                    pypi_0    pypi
nvidia-nccl-cu12          2.27.3                   pypi_0    pypi
nvidia-nvjitlink-cu12     12.8.93                  pypi_0    pypi
nvidia-nvshmem-cu12       3.2.5                    pypi_0    pypi
nvidia-nvtx-cu12          12.8.90                  pypi_0    pypi
oniguruma                 6.9.7.1              h27cfd23_0  
openjpeg                  2.5.2                he7f1fd0_0  
openpyxl                  3.1.5           py312h5eee18b_0  
openssl                   3.0.15               h5eee18b_0  
opt-einsum                3.4.0                    pypi_0    pypi
orc                       2.0.1                h2d29ad5_0  
overrides                 7.4.0           py312h06a4308_0  
packaging                 24.1            py312h06a4308_0  
pandas                    2.2.2           py312h526ad5a_0  
pandocfilters             1.5.0              pyhd3eb1b0_0  
panel                     1.5.2           py312h06a4308_0  
param                     2.1.1           py312h06a4308_0  
parsel                    1.8.1           py312h06a4308_0  
parso                     0.8.3              pyhd3eb1b0_0  
partd                     1.4.1           py312h06a4308_0  
pathspec                  0.10.3          py312h06a4308_0  
patsy                     0.5.6           py312h06a4308_0  
pcre2                     10.42                hebb0a14_1  
peewee                    3.18.1                   pypi_0    pypi
pexpect                   4.8.0              pyhd3eb1b0_3  
pickleshare               0.7.5           pyhd3eb1b0_1003  
pillow                    10.4.0          py312h5eee18b_0  
pip                       24.2            py312h06a4308_0  
platformdirs              3.10.0          py312h06a4308_0  
plotly                    5.24.1          py312he106c6f_0  
plotly-orca               1.3.1                         1    plotly
pluggy                    1.0.0           py312h06a4308_1  
ply                       3.11            py312h06a4308_1  
pot                       0.9.5                    pypi_0    pypi
prettytable               3.16.0                   pypi_0    pypi
prometheus_client         0.14.1          py312h06a4308_0  
prompt-toolkit            3.0.43          py312h06a4308_0  
prompt_toolkit            3.0.43               hd3eb1b0_0  
protego                   0.1.16                     py_0  
protobuf                  4.25.3          py312h12ddb61_0  
psutil                    5.9.0           py312h5eee18b_0  
ptyprocess                0.7.0              pyhd3eb1b0_2  
pure_eval                 0.2.2              pyhd3eb1b0_0  
py-cpuinfo                9.0.0           py312h06a4308_0  
pyarrow                   16.1.0          py312h526ad5a_0  
pyasn1                    0.4.8              pyhd3eb1b0_0  
pyasn1-modules            0.2.8                      py_0  
pybind11-abi              5                    hd3eb1b0_0  
pybtex                    0.24.0                   pypi_0    pypi
pybtex-docutils           1.0.3                    pypi_0    pypi
pycodestyle               2.11.1          py312h06a4308_0  
pycparser                 2.21               pyhd3eb1b0_0  
pyct                      0.5.0           py312h06a4308_0  
pycurl                    7.45.3          py312hdbd6064_0  
pydata-sphinx-theme       0.15.4                   pypi_0    pypi
pydeck                    0.8.0           py312h06a4308_2  
pydispatcher              2.0.5           py312h06a4308_3  
pydocstyle                6.3.0           py312h06a4308_0  
pyerfa                    2.0.1.4         py312ha883a20_0  
pyflakes                  3.2.0           py312h06a4308_0  
pygments                  2.15.1          py312h06a4308_1  
pyhdfe                    0.2.0                    pypi_0    pypi
pylint                    2.16.2          py312h06a4308_0  
pylint-venv               3.0.3           py312h06a4308_0  
pyls-spyder               0.4.0              pyhd3eb1b0_0  
pymc                      5.23.0                   pypi_0    pypi
pyodbc                    5.1.0           py312h6a678d5_0  
pyopenssl                 24.2.1          py312h06a4308_0  
pyparsing                 3.1.2           py312h06a4308_0  
pyqt                      5.15.10         py312h6a678d5_0  
pyqt5-sip                 12.13.0         py312h5eee18b_0  
pyqtwebengine             5.15.10         py312h6a678d5_0  
pyro-api                  0.1.2                    pypi_0    pypi
pyro-ppl                  1.9.1                    pypi_0    pypi
pysocks                   1.7.1           py312h06a4308_0  
pytables                  3.10.1          py312h387d6ec_0  
pytensor                  2.31.3                   pypi_0    pypi
pytest                    7.4.4           py312h06a4308_0  
python                    3.12.7               h5148396_0  
python-dateutil           2.9.0post0      py312h06a4308_2  
python-fastjsonschema     2.16.2          py312h06a4308_0  
python-json-logger        2.0.7           py312h06a4308_0  
python-lmdb               1.4.1           py312h6a678d5_0  
python-lsp-black          2.0.0           py312h06a4308_0  
python-lsp-jsonrpc        1.1.2              pyhd3eb1b0_0  
python-lsp-server         1.10.0          py312h06a4308_0  
python-slugify            5.0.2              pyhd3eb1b0_0  
python-tzdata             2023.3             pyhd3eb1b0_0  
pytoolconfig              1.2.6           py312h06a4308_0  
pytorch-triton            3.3.1+gitc8757738          pypi_0    pypi
pytz                      2024.1          py312h06a4308_0  
pyviz_comms               3.0.2           py312h06a4308_0  
pywavelets                1.7.0           py312h5eee18b_0  
pyxdg                     0.27               pyhd3eb1b0_0  
pyyaml                    6.0.1           py312h5eee18b_0  
pyzmq                     25.1.2          py312h6a678d5_0  
qdarkstyle                3.2.3              pyhd3eb1b0_0  
qstylizer                 0.2.2           py312h06a4308_0  
qt-main                   5.15.2              h53bd1ea_10  
qt-webengine              5.15.9               h9ab4d14_7  
qtawesome                 1.3.1           py312h06a4308_0  
qtconsole                 5.5.1           py312h06a4308_0  
qtpy                      2.4.1           py312h06a4308_0  
quantecon                 0.8.1                    pypi_0    pypi
quantecon-book-theme      0.7.6                    pypi_0    pypi
queuelib                  1.6.2           py312h06a4308_0  
re2                       2022.04.01           h295c915_0  
readline                  8.2                  h5eee18b_0  
referencing               0.30.2          py312h06a4308_0  
regex                     2024.9.11       py312h5eee18b_0  
requests                  2.32.3          py312h06a4308_0  
requests-file             1.5.1              pyhd3eb1b0_0  
retrying                  1.3.3              pyhd3eb1b0_2  
rfc3339-validator         0.1.4           py312h06a4308_0  
rfc3986-validator         0.1.1           py312h06a4308_0  
rich                      13.7.1          py312h06a4308_0  
rope                      1.12.0          py312h06a4308_0  
rpds-py                   0.10.6          py312hb02cf49_0  
rtree                     1.0.1           py312h06a4308_0  
s2n                       1.3.27               hdbd6064_0  
s3fs                      2024.6.1        py312h06a4308_0  
scikit-image              0.24.0          py312h526ad5a_0  
scikit-learn              1.5.1           py312h526ad5a_0  
scipy                     1.13.1          py312hc5e2394_0  
scrapy                    2.11.1          py312h06a4308_0  
seaborn                   0.13.2          py312h06a4308_0  
secretstorage             3.3.1           py312h06a4308_1  
send2trash                1.8.2           py312h06a4308_0  
service_identity          18.1.0             pyhd3eb1b0_1  
setuptools                75.1.0          py312h06a4308_0  
setuptools-scm            8.3.1                    pypi_0    pypi
sip                       6.7.12          py312h6a678d5_0  
six                       1.16.0             pyhd3eb1b0_1  
smart_open                5.2.1           py312h06a4308_0  
smmap                     4.0.0              pyhd3eb1b0_0  
snappy                    1.2.1                h6a678d5_0  
sniffio                   1.3.0           py312h06a4308_0  
snowballstemmer           2.2.0              pyhd3eb1b0_0  
sortedcontainers          2.4.0              pyhd3eb1b0_0  
soupsieve                 2.5             py312h06a4308_0  
sphinx                    5.3.0                    pypi_0    pypi
sphinx-book-theme         1.1.3                    pypi_0    pypi
sphinx-comments           0.0.3                    pypi_0    pypi
sphinx-copybutton         0.5.2                    pypi_0    pypi
sphinx-design             0.6.0                    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              0.2.0                    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          0.3.0                    pypi_0    pypi
sphinxcontrib-applehelp   1.0.2              pyhd3eb1b0_0  
sphinxcontrib-bibtex      2.6.3                    pypi_0    pypi
sphinxcontrib-devhelp     1.0.2              pyhd3eb1b0_0  
sphinxcontrib-htmlhelp    2.0.0              pyhd3eb1b0_0  
sphinxcontrib-jsmath      1.0.1              pyhd3eb1b0_0  
sphinxcontrib-qthelp      1.0.3              pyhd3eb1b0_0  
sphinxcontrib-serializinghtml 1.1.10          py312h06a4308_0  
sphinxcontrib-youtube     1.3.0                    pypi_0    pypi
sphinxext-rediraffe       0.2.7                    pypi_0    pypi
spyder                    5.5.1           py312h06a4308_4  
spyder-kernels            2.5.0           py312h06a4308_0  
sqlalchemy                2.0.34          py312h00e1ef3_0  
sqlite                    3.45.3               h5eee18b_0  
stack_data                0.2.0              pyhd3eb1b0_0  
statsmodels               0.14.2          py312ha883a20_0  
streamlit                 1.37.1          py312h06a4308_0  
sympy                     1.14.0                   pypi_0    pypi
tabulate                  0.9.0           py312h06a4308_0  
tbb                       2021.8.0             hdb19cb5_0  
tblib                     1.7.0              pyhd3eb1b0_0  
tenacity                  8.2.3           py312h06a4308_0  
terminado                 0.17.1          py312h06a4308_0  
text-unidecode            1.3                pyhd3eb1b0_0  
textdistance              4.2.1              pyhd3eb1b0_0  
threadpoolctl             3.5.0           py312he106c6f_0  
three-merge               0.1.1              pyhd3eb1b0_0  
tifffile                  2023.4.12       py312h06a4308_0  
tinycss2                  1.2.1           py312h06a4308_0  
tk                        8.6.14               h39e8969_0  
tldextract                5.1.2           py312h06a4308_0  
toml                      0.10.2             pyhd3eb1b0_0  
tomli                     2.0.1           py312h06a4308_1  
tomlkit                   0.11.1          py312h06a4308_0  
toolz                     0.12.0          py312h06a4308_0  
torch                     2.8.0.dev20250615+cu128          pypi_0    pypi
torchaudio                2.8.0.dev20250615+cu128          pypi_0    pypi
torchvision               0.23.0.dev20250615+cu128          pypi_0    pypi
tornado                   6.4.1           py312h5eee18b_0  
tqdm                      4.66.5          py312he106c6f_0  
traitlets                 5.14.3          py312h06a4308_0  
twisted                   23.10.0         py312h06a4308_0  
typing-extensions         4.11.0          py312h06a4308_0  
typing_extensions         4.11.0          py312h06a4308_0  
tzdata                    2024b                h04d1e81_0  
uc-micro-py               1.0.1           py312h06a4308_0  
ujson                     5.10.0          py312h6a678d5_0  
unicodedata2              15.1.0          py312h5eee18b_0  
unidecode                 1.3.8           py312h06a4308_0  
unixodbc                  2.3.11               h5eee18b_0  
uri-template              1.3.0                    pypi_0    pypi
urllib3                   2.2.3           py312h06a4308_0  
utf8proc                  2.6.1                h5eee18b_1  
w3lib                     1.21.0             pyhd3eb1b0_0  
watchdog                  4.0.1           py312h06a4308_0  
wcwidth                   0.2.5              pyhd3eb1b0_0  
webcolors                 24.11.1                  pypi_0    pypi
webencodings              0.5.1           py312h06a4308_2  
websocket-client          1.8.0           py312h06a4308_0  
websockets                15.0.1                   pypi_0    pypi
werkzeug                  3.0.3           py312h06a4308_0  
whatthepatch              1.0.2           py312h06a4308_0  
wheel                     0.44.0          py312h06a4308_0  
widgetsnbextension        3.6.6           py312h06a4308_0  
wrapt                     1.14.1          py312h5eee18b_0  
wurlitzer                 3.0.2           py312h06a4308_0  
xarray                    2023.6.0        py312h06a4308_0  
xarray-einstats           0.9.0                    pypi_0    pypi
xyzservices               2022.9.0        py312h06a4308_1  
xz                        5.4.6                h5eee18b_1  
yaml                      0.2.5                h7b6447c_0  
yapf                      0.40.2          py312h06a4308_0  
yarl                      1.11.0          py312h5eee18b_0  
yfinance                  0.2.63                   pypi_0    pypi
zeromq                    4.3.5                h6a678d5_0  
zfp                       1.0.0                h6a678d5_0  
zict                      3.0.0           py312h06a4308_0  
zipp                      3.17.0          py312h06a4308_0  
zlib                      1.2.13               h5eee18b_1  
zlib-ng                   2.0.7                h5eee18b_0  
zope                      1.0             py312h06a4308_1  
zope.interface            5.4.0           py312h5eee18b_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 this lecture series also has access to the following GPU

!nvidia-smi

/home/runner/miniconda3/envs/quantecon/lib/python3.12/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 Jun 16 05:18:20 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   29C    P0             26W /   70W |     109MiB /  15360MiB |      0%      Default |
|                                         |                        |                  N/A |
+-----------------------------------------+------------------------+----------------------+
                                                                                         
+-----------------------------------------------------------------------------------------+
| Processes:                                                                              |
|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |
|        ID   ID                                                               Usage      |
|=========================================================================================|
|    0   N/A  N/A            8854      C   ...da3/envs/quantecon/bin/python        106MiB |
+-----------------------------------------------------------------------------------------+