79. Execution Statistics#
This table contains the latest execution statistics.
Document |
Modified |
Method |
Run Time (s) |
Status |
|---|---|---|---|---|
2025-05-19 03:34 |
cache |
22.05 |
✅ |
|
2025-05-19 03:34 |
cache |
13.08 |
✅ |
|
2025-05-19 03:40 |
cache |
372.09 |
✅ |
|
2025-05-19 03:41 |
cache |
39.75 |
✅ |
|
2025-05-19 06:01 |
cache |
86.96 |
✅ |
|
2025-05-19 04:54 |
cache |
4310.11 |
✅ |
|
2025-05-19 04:55 |
cache |
22.06 |
✅ |
|
2025-05-19 04:55 |
cache |
2.04 |
✅ |
|
2025-05-19 04:55 |
cache |
11.86 |
✅ |
|
2025-05-19 06:01 |
cache |
16.59 |
✅ |
|
2025-05-19 04:55 |
cache |
11.98 |
✅ |
|
2025-05-19 04:55 |
cache |
7.31 |
✅ |
|
2025-05-19 04:56 |
cache |
11.95 |
✅ |
|
2025-05-19 04:56 |
cache |
0.96 |
✅ |
|
2025-05-19 04:56 |
cache |
5.88 |
✅ |
|
2025-05-19 04:56 |
cache |
4.23 |
✅ |
|
2025-05-19 04:56 |
cache |
8.9 |
✅ |
|
2025-05-19 04:56 |
cache |
6.36 |
✅ |
|
2025-05-19 04:56 |
cache |
2.12 |
✅ |
|
2025-05-19 04:56 |
cache |
3.91 |
✅ |
|
2025-05-19 04:57 |
cache |
52.1 |
✅ |
|
2025-05-19 04:57 |
cache |
3.26 |
✅ |
|
2025-05-19 04:58 |
cache |
37.6 |
✅ |
|
2025-05-19 04:58 |
cache |
22.46 |
✅ |
|
2025-05-19 05:02 |
cache |
249.57 |
✅ |
|
2025-05-19 05:02 |
cache |
1.13 |
✅ |
|
2025-05-19 05:02 |
cache |
10.24 |
✅ |
|
2025-05-19 05:03 |
cache |
15.93 |
✅ |
|
2025-05-19 06:01 |
cache |
9.08 |
✅ |
|
2025-05-19 06:02 |
cache |
42.11 |
✅ |
|
2025-05-19 06:03 |
cache |
31.22 |
✅ |
|
2025-05-19 05:04 |
cache |
25.81 |
✅ |
|
2025-05-19 05:05 |
cache |
13.27 |
✅ |
|
2025-05-19 05:05 |
cache |
42.73 |
✅ |
|
2025-05-19 05:06 |
cache |
8.71 |
✅ |
|
2025-05-19 05:06 |
cache |
2.46 |
✅ |
|
2025-05-19 06:03 |
cache |
6.14 |
✅ |
|
2025-05-19 05:06 |
cache |
10.99 |
✅ |
|
2025-05-19 05:06 |
cache |
12.57 |
✅ |
|
2025-05-19 05:06 |
cache |
4.97 |
✅ |
|
2025-05-19 05:06 |
cache |
5.38 |
✅ |
|
2025-05-19 06:03 |
cache |
4.51 |
✅ |
|
2025-05-19 05:08 |
cache |
76.24 |
✅ |
|
2025-05-19 05:08 |
cache |
10.93 |
✅ |
|
2025-05-19 05:08 |
cache |
13.48 |
✅ |
|
2025-05-19 05:08 |
cache |
6.55 |
✅ |
|
2025-05-19 05:08 |
cache |
16.72 |
✅ |
|
2025-05-19 05:09 |
cache |
64.44 |
✅ |
|
2025-05-19 05:10 |
cache |
5.23 |
✅ |
|
2025-05-19 05:10 |
cache |
19.84 |
✅ |
|
2025-05-19 05:10 |
cache |
4.83 |
✅ |
|
2025-05-19 05:10 |
cache |
29.2 |
✅ |
|
2025-05-19 05:12 |
cache |
71.14 |
✅ |
|
2025-05-19 05:13 |
cache |
52.5 |
✅ |
|
2025-05-19 05:13 |
cache |
9.7 |
✅ |
|
2025-05-19 05:13 |
cache |
15.35 |
✅ |
|
2025-05-19 05:14 |
cache |
64.56 |
✅ |
|
2025-05-19 05:14 |
cache |
20.34 |
✅ |
|
2025-05-19 06:03 |
cache |
4.68 |
✅ |
|
2025-05-19 05:15 |
cache |
4.08 |
✅ |
|
2025-05-19 06:03 |
cache |
5.82 |
✅ |
|
2025-05-19 05:15 |
cache |
10.97 |
✅ |
|
2025-05-19 05:16 |
cache |
57.96 |
✅ |
|
2025-05-19 05:16 |
cache |
1.39 |
✅ |
|
2025-05-19 05:16 |
cache |
2.86 |
✅ |
|
2025-05-19 05:16 |
cache |
3.98 |
✅ |
|
2025-05-19 05:16 |
cache |
9.1 |
✅ |
|
2025-05-19 05:16 |
cache |
11.0 |
✅ |
|
2025-05-19 05:16 |
cache |
3.19 |
✅ |
|
2025-05-19 06:03 |
cache |
8.09 |
✅ |
|
2025-05-19 05:17 |
cache |
1.59 |
✅ |
|
2025-05-19 05:02 |
cache |
1.13 |
✅ |
|
2025-05-19 05:17 |
cache |
24.89 |
✅ |
|
2025-05-19 05:17 |
cache |
2.81 |
✅ |
|
2025-05-19 05:17 |
cache |
3.03 |
✅ |
|
2025-05-19 05:02 |
cache |
1.13 |
✅ |
|
2025-05-19 05:17 |
cache |
2.58 |
✅ |
|
2025-05-19 05:17 |
cache |
14.52 |
✅ |
|
2025-05-19 05:18 |
cache |
29.73 |
✅ |
|
2025-05-19 05:02 |
cache |
1.13 |
✅ |
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
Show 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
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
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
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 0.11.1 pypi_0 pypi
cycler 0.11.0 pyhd3eb1b0_0
cyrus-sasl 2.1.28 h52b45da_1
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
executing 0.8.3 pyhd3eb1b0_0
expat 2.6.3 h6a678d5_0
filelock 3.13.1 py312h06a4308_0
flake8 7.0.0 py312h06a4308_0
flask 3.0.3 py312h06a4308_0
fontconfig 2.14.1 h4c34cd2_2
fonttools 4.51.0 py312h5eee18b_0
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
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
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 0.6.0 pypi_0 pypi
jax-cuda12-pjrt 0.6.0 pypi_0 pypi
jax-cuda12-plugin 0.6.0 pypi_0 pypi
jaxlib 0.6.0 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
linkify-it-py 2.0.0 py312h06a4308_0
llvmlite 0.43.0 py312h6a678d5_0
locket 1.0.0 py312h06a4308_0
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
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 12.8.3.14 pypi_0 pypi
nvidia-cuda-cupti-cu12 12.8.57 pypi_0 pypi
nvidia-cuda-nvrtc-cu12 12.8.61 pypi_0 pypi
nvidia-cuda-runtime-cu12 12.8.57 pypi_0 pypi
nvidia-cudnn-cu12 9.8.0.87 pypi_0 pypi
nvidia-cufft-cu12 11.3.3.41 pypi_0 pypi
nvidia-cufile-cu12 1.13.0.11 pypi_0 pypi
nvidia-curand-cu12 10.3.9.55 pypi_0 pypi
nvidia-cusolver-cu12 11.7.2.55 pypi_0 pypi
nvidia-cusparse-cu12 12.5.7.53 pypi_0 pypi
nvidia-cusparselt-cu12 0.6.3 pypi_0 pypi
nvidia-nccl-cu12 2.26.5 pypi_0 pypi
nvidia-nvjitlink-cu12 12.8.61 pypi_0 pypi
nvidia-nvtx-cu12 12.8.55 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
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
pylint 2.16.2 py312h06a4308_0
pylint-venv 3.0.3 py312h06a4308_0
pyls-spyder 0.4.0 pyhd3eb1b0_0
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
pysocks 1.7.1 py312h06a4308_0
pytables 3.10.1 py312h387d6ec_0
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 3.3.0+git96316ce5 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 0.8.0 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
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 1.13.3 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.dev20250518+cu128 pypi_0 pypi
torchaudio 2.6.0.dev20250518+cu128 pypi_0 pypi
torchvision 0.22.0.dev20250518+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
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 0.2.61 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 May 19 06:03:36 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 23C P0 25W / 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 5267 C ...da3/envs/quantecon/bin/python 106MiB |
+-----------------------------------------------------------------------------------------+