davidwendt
commented
9 months ago Closed paulsbrookes closed 9 months ago
davidwendt
commented
9 months ago 
paulsbrookes
commented
9 months ago I think reference https://github.com/rapidsai/cudf/pull/14693 is more about the difficulty in unpickling objects and the fact that you need to use a consistent version of pandas whereas this bug is about the difficulty of pickling a cudf.pandas object to begin with.
I suspect this bug has a similar cause and solution to this one: https://github.com/rapidsai/cudf/issues/14674, but if there isn't a solution then some explanation could be added to https://github.com/rapidsai/cudf/blob/1078326535c9989a2e904d78ceb708a097be989b/docs/cudf/source/cudf_pandas/faq.md explaining that currently not all cudf.pandas objects can be pickled.
shwina
commented
9 months ago Thanks! This one is a legitimate bug and one that we can fix. I'll open a PR soon that addresses this.
paulsbrookes
commented
9 months ago Thanks @shwina!
Describe the bug We can't pickle
GroupByobjects fromcudf.pandasSteps/Code to reproduce bug The following code fails
with the error
I think somewhere inside pickle a type check is performed comparing a regular pandas
GroupByobject with a cudf pandasGroupByobject. Since these types are different, the code fails.Expected behavior I would expect to able to pickle these
GroupByobjects.Environment overview (please complete the following information)
docker pull&docker runcommands usedEnvironment details
Click here to see environment details
**git*** commit 5f91a95985923d9ded953b75f5f6c1cfb4243dad (HEAD -> feature/cudf-pandas-integration, origin/feature/cudf-pandas-integration) Author: Paul Brookes
Date: Wed Jan 10 19:02:46 2024 +0000
fix: deepcopy
**git submodules***
c71f159aa733ec6d904ffce23039e28259608c13 makefiles (v0.1.5-4-gc71f159)
***OS Information***
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=20.04
DISTRIB_CODENAME=focal
DISTRIB_DESCRIPTION="Ubuntu 20.04.4 LTS"
NAME="Ubuntu"
VERSION="20.04.4 LTS (Focal Fossa)"
ID=ubuntu
ID_LIKE=debian
PRETTY_NAME="Ubuntu 20.04.4 LTS"
VERSION_ID="20.04"
HOME_URL="https://www.ubuntu.com/"
SUPPORT_URL="https://help.ubuntu.com/"
BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/"
PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy"
VERSION_CODENAME=focal
UBUNTU_CODENAME=focal
Linux TurinTech-0004 5.15.0-91-generic #101~20.04.1-Ubuntu SMP Thu Nov 16 14:22:28 UTC 2023 x86_64 x86_64 x86_64 GNU/Linux
***GPU Information***
Wed Jan 10 20:35:31 2024
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 525.147.05 Driver Version: 525.147.05 CUDA Version: 12.0 |
|-------------------------------+----------------------+----------------------+
| 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 NVIDIA GeForce ... Off | 00000000:09:00.0 On | N/A |
| 47% 54C P3 39W / 170W | 3138MiB / 12288MiB | 16% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1526 G /usr/lib/xorg/Xorg 198MiB |
| 0 N/A N/A 2714 G /usr/lib/xorg/Xorg 1974MiB |
| 0 N/A N/A 2840 G /usr/bin/gnome-shell 294MiB |
| 0 N/A N/A 3300 G ...AAAAAAAAA= --shared-files 109MiB |
| 0 N/A N/A 33097 G ...666990459706826775,131072 345MiB |
| 0 N/A N/A 49347 G ...RendererForSitePerProcess 56MiB |
| 0 N/A N/A 49997 G ...RendererForSitePerProcess 81MiB |
+-----------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Byte Order: Little Endian
Address sizes: 48 bits physical, 48 bits virtual
CPU(s): 24
On-line CPU(s) list: 0-23
Thread(s) per core: 2
Core(s) per socket: 12
Socket(s): 1
NUMA node(s): 1
Vendor ID: AuthenticAMD
CPU family: 25
Model: 33
Model name: AMD Ryzen 9 5900X 12-Core Processor
Stepping: 0
Frequency boost: enabled
CPU MHz: 3700.000
CPU max MHz: 3700.0000
CPU min MHz: 2200.0000
BogoMIPS: 7386.08
Virtualisation: AMD-V
L1d cache: 384 KiB
L1i cache: 384 KiB
L2 cache: 6 MiB
L3 cache: 64 MiB
NUMA node0 CPU(s): 0-23
Vulnerability Gather data sampling: Not affected
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Not affected
Vulnerability Retbleed: Not affected
Vulnerability Spec rstack overflow: Mitigation; safe RET, no microcode
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp
Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2: Mitigation; Retpolines, IBPB conditional, IBRS_FW, STIBP always-on, RSB filling, PBRSB-eIBRS Not affected
Vulnerability Srbds: Not affected
Vulnerability Tsx async abort: Not affected
Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba ibrs ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local clzero irperf xsaveerptr rdpru wbnoinvd arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif v_spec_ctrl umip pku ospke vaes vpclmulqdq rdpid overflow_recov succor smca fsrm
***CMake***
***g++***
/usr/bin/g++
g++ (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0
Copyright (C) 2019 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
***nvcc***
/home/paul/anaconda3/envs/rapids-23.12/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2022 NVIDIA Corporation
Built on Mon_Oct_24_19:12:58_PDT_2022
Cuda compilation tools, release 12.0, V12.0.76
Build cuda_12.0.r12.0/compiler.31968024_0
***Python***
/home/paul/anaconda3/envs/rapids-23.12/bin/python
Python 3.9.18
***Environment Variables***
PATH : /home/paul/anaconda3/envs/rapids-23.12/bin:/home/paul/anaconda3/condabin:/home/paul/.cargo/bin:/home/paul/.local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin
LD_LIBRARY_PATH :
NUMBAPRO_NVVM :
NUMBAPRO_LIBDEVICE :
CONDA_PREFIX : /home/paul/anaconda3/envs/rapids-23.12
PYTHON_PATH :
***conda packages***
/home/paul/anaconda3/condabin/conda
# packages in environment at /home/paul/anaconda3/envs/rapids-23.12:
#
# Name Version Build Channel
_libgcc_mutex 0.1 conda_forge conda-forge
_openmp_mutex 4.5 2_gnu conda-forge
accelerate 0.19.0 pypi_0 pypi
adagio 0.2.4 pypi_0 pypi
aiohttp 3.9.1 py39hd1e30aa_0 conda-forge
aiosignal 1.3.1 pyhd8ed1ab_0 conda-forge
alabaster 0.7.13 pypi_0 pypi
alembic 1.13.1 pypi_0 pypi
antlr4-python3-runtime 4.11.1 pypi_0 pypi
anyio 4.2.0 pyhd8ed1ab_0 conda-forge
aom 3.7.1 h59595ed_0 conda-forge
appdirs 1.4.4 pyh9f0ad1d_0 conda-forge
argon2-cffi 23.1.0 pyhd8ed1ab_0 conda-forge
argon2-cffi-bindings 21.2.0 py39hd1e30aa_4 conda-forge
arrow 1.3.0 pyhd8ed1ab_0 conda-forge
astroid 2.15.8 pypi_0 pypi
async-timeout 4.0.3 pyhd8ed1ab_0 conda-forge
attrs 23.1.0 pyh71513ae_1 conda-forge
aws-c-auth 0.7.8 hcf8cf63_3 conda-forge
aws-c-cal 0.6.9 h5d48c4d_2 conda-forge
aws-c-common 0.9.10 hd590300_0 conda-forge
aws-c-compression 0.2.17 h7f92143_7 conda-forge
aws-c-event-stream 0.3.2 h0bcb0bb_8 conda-forge
aws-c-http 0.7.15 hd268abd_0 conda-forge
aws-c-io 0.13.36 he0cd244_2 conda-forge
aws-c-mqtt 0.10.0 hbafccad_1 conda-forge
aws-c-s3 0.4.5 h47b1690_1 conda-forge
aws-c-sdkutils 0.1.13 h7f92143_0 conda-forge
aws-checksums 0.1.17 h7f92143_6 conda-forge
aws-crt-cpp 0.25.0 h169d4cb_3 conda-forge
aws-sdk-cpp 1.11.210 h0853bfa_5 conda-forge
azure-core-cpp 1.10.3 h91d86a7_0 conda-forge
azure-storage-blobs-cpp 12.10.0 h00ab1b0_0 conda-forge
azure-storage-common-cpp 12.5.0 hb858b4b_2 conda-forge
babel 2.14.0 pypi_0 pypi
beautifulsoup4 4.12.2 pyha770c72_0 conda-forge
black 23.7.0 pypi_0 pypi
bleach 6.1.0 pyhd8ed1ab_0 conda-forge
blosc 1.21.5 h0f2a231_0 conda-forge
bokeh 3.3.2 pyhd8ed1ab_0 conda-forge
branca 0.7.0 pyhd8ed1ab_1 conda-forge
brotli 1.1.0 hd590300_1 conda-forge
brotli-bin 1.1.0 hd590300_1 conda-forge
brotli-python 1.1.0 py39h3d6467e_1 conda-forge
brunsli 0.1 h9c3ff4c_0 conda-forge
bzip2 1.0.8 hd590300_5 conda-forge
c-ares 1.24.0 hd590300_0 conda-forge
c-blosc2 2.11.3 hb4ffafa_0 conda-forge
ca-certificates 2023.11.17 hbcca054_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
cachetools 5.3.2 pyhd8ed1ab_0 conda-forge
cairo 1.18.0 h3faef2a_0 conda-forge
catboost 1.2.2 pypi_0 pypi
category-encoders 2.6.3 pypi_0 pypi
certifi 2023.11.17 pyhd8ed1ab_0 conda-forge
cffi 1.16.0 py39h7a31438_0 conda-forge
cfgv 3.4.0 pypi_0 pypi
cfitsio 4.3.1 hbdc6101_0 conda-forge
charls 2.4.2 h59595ed_0 conda-forge
charset-normalizer 3.3.2 pyhd8ed1ab_0 conda-forge
click 8.0.4 pypi_0 pypi
click-plugins 1.1.1 py_0 conda-forge
cligj 0.7.2 pyhd8ed1ab_1 conda-forge
cloudpickle 3.0.0 pyhd8ed1ab_0 conda-forge
cmaes 0.10.0 pypi_0 pypi
colorama 0.4.6 pyhd8ed1ab_0 conda-forge
colorcet 3.0.1 pyhd8ed1ab_0 conda-forge
colorlog 6.8.0 pypi_0 pypi
contourpy 1.2.0 py39h7633fee_0 conda-forge
coverage 7.3.4 pypi_0 pypi
cryptography 41.0.7 pypi_0 pypi
cucim 23.12.01 cuda12_py39_231211_ga3445df_0 rapidsai
cuda-cccl_linux-64 12.0.90 ha770c72_1 conda-forge
cuda-cudart 12.0.107 hd3aeb46_8 conda-forge
cuda-cudart-dev 12.0.107 hd3aeb46_8 conda-forge
cuda-cudart-dev_linux-64 12.0.107 h59595ed_8 conda-forge
cuda-cudart-static 12.0.107 hd3aeb46_8 conda-forge
cuda-cudart-static_linux-64 12.0.107 h59595ed_8 conda-forge
cuda-cudart_linux-64 12.0.107 h59595ed_8 conda-forge
cuda-nvcc-dev_linux-64 12.0.76 ha770c72_1 conda-forge
cuda-nvcc-impl 12.0.76 h59595ed_1 conda-forge
cuda-nvcc-tools 12.0.76 h59595ed_1 conda-forge
cuda-nvrtc 12.0.76 hd3aeb46_2 conda-forge
cuda-nvtx 12.0.76 h59595ed_1 conda-forge
cuda-profiler-api 12.0.76 ha770c72_0 conda-forge
cuda-python 12.0.0 py39h2d39e0c_4 conda-forge
cuda-version 12.0 hffde075_2 conda-forge
cudf 23.12.01 cuda12_py39_231208_g2ce46216b5_0 rapidsai
cudf_kafka 23.12.01 cuda12_py39_231208_g2ce46216b5_0 rapidsai
cugraph 23.12.00 cuda12_py39_231206_g1309813f_0 rapidsai
cuml 23.12.00 cuda12_py39_231206_gad2bd2b65_0 rapidsai
cuproj 23.12.00 cuda12_py39_231206_g3a357729_0 rapidsai
cupy 12.3.0 py39hc7c1505_0 conda-forge
cuspatial 23.12.01 cuda12_py39_231207_g16727064_0 rapidsai
custreamz 23.12.01 cuda12_py39_231208_g2ce46216b5_0 rapidsai
cuxfilter 23.12.00 cuda12_py39_231206_g63dabeb_0 rapidsai
cycler 0.12.1 pyhd8ed1ab_0 conda-forge
cyrus-sasl 2.1.27 h54b06d7_7 conda-forge
cython 3.0.7 pypi_0 pypi
cytoolz 0.12.2 py39hd1e30aa_1 conda-forge
daal 2023.2.0 pypi_0 pypi
daal4py 2023.2.0 pypi_0 pypi
darts 0.27.1 pypi_0 pypi
dask 2023.11.0 pyhd8ed1ab_0 conda-forge
dask-core 2023.11.0 pyhd8ed1ab_0 conda-forge
dask-cuda 23.12.00 py39_231206_ge1638ae_0 rapidsai
dask-cudf 23.12.01 cuda12_py39_231208_g2ce46216b5_0 rapidsai
datasets 2.15.0 pypi_0 pypi
datashader 0.16.0 pyhd8ed1ab_0 conda-forge
dav1d 1.2.1 hd590300_0 conda-forge
defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge
deprecated 1.2.14 pypi_0 pypi
dill 0.3.7 pypi_0 pypi
distlib 0.3.8 pypi_0 pypi
distributed 2023.11.0 pyhd8ed1ab_0 conda-forge
dlpack 0.5 h9c3ff4c_0 conda-forge
docutils 0.18.1 pypi_0 pypi
entrypoints 0.4 pyhd8ed1ab_0 conda-forge
exceptiongroup 1.2.0 pyhd8ed1ab_0 conda-forge
execnet 2.0.2 pypi_0 pypi
expat 2.5.0 hcb278e6_1 conda-forge
fastrlock 0.8.2 py39h3d6467e_2 conda-forge
filelock 3.13.1 pypi_0 pypi
fiona 1.9.5 py39hcfcd403_2 conda-forge
flake8 6.0.0 pypi_0 pypi
fmt 9.1.0 h924138e_0 conda-forge
folium 0.15.1 pyhd8ed1ab_0 conda-forge
font-ttf-dejavu-sans-mono 2.37 hab24e00_0 conda-forge
font-ttf-inconsolata 3.000 h77eed37_0 conda-forge
font-ttf-source-code-pro 2.038 h77eed37_0 conda-forge
font-ttf-ubuntu 0.83 h77eed37_1 conda-forge
fontconfig 2.14.2 h14ed4e7_0 conda-forge
fonts-conda-ecosystem 1 0 conda-forge
fonts-conda-forge 1 0 conda-forge
fonttools 4.47.0 py39hd1e30aa_0 conda-forge
fqdn 1.5.1 pyhd8ed1ab_0 conda-forge
freetype 2.12.1 h267a509_2 conda-forge
freexl 2.0.0 h743c826_0 conda-forge
frozendict 2.3.10 pypi_0 pypi
frozenlist 1.4.1 py39hd1e30aa_0 conda-forge
fs 2.4.16 pypi_0 pypi
fsspec 2023.10.0 pypi_0 pypi
fugue 0.8.7 pypi_0 pypi
fugue-sql-antlr 0.2.0 pypi_0 pypi
gdal 3.8.2 py39h14df8fe_0 conda-forge
gdk-pixbuf 2.42.10 h829c605_4 conda-forge
geopandas 0.14.1 pyhd8ed1ab_0 conda-forge
geopandas-base 0.14.1 pyha770c72_0 conda-forge
geos 3.12.1 h59595ed_0 conda-forge
geotiff 1.7.1 h6b2125f_15 conda-forge
gettext 0.21.1 h27087fc_0 conda-forge
gflags 2.2.2 he1b5a44_1004 conda-forge
giflib 5.2.1 h0b41bf4_3 conda-forge
glog 0.6.0 h6f12383_0 conda-forge
gmock 1.14.0 ha770c72_1 conda-forge
greenlet 3.0.3 pypi_0 pypi
gtest 1.14.0 h00ab1b0_1 conda-forge
hdf4 4.2.15 h2a13503_7 conda-forge
hdf5 1.14.3 nompi_h4f84152_100 conda-forge
holidays 0.27 pypi_0 pypi
holoviews 1.18.1 pyhd8ed1ab_0 conda-forge
huggingface-hub 0.20.1 pypi_0 pypi
icu 73.2 h59595ed_0 conda-forge
identify 2.5.33 pypi_0 pypi
idna 3.6 pyhd8ed1ab_0 conda-forge
imagecodecs 2023.9.18 py39hf9b8f0e_2 conda-forge
imageio 2.33.1 pyh8c1a49c_0 conda-forge
imagesize 1.4.1 pypi_0 pypi
imbalanced-learn 0.11.0 pypi_0 pypi
importlib-metadata 7.0.0 pyha770c72_0 conda-forge
importlib-resources 6.1.1 pyhd8ed1ab_0 conda-forge
importlib_metadata 7.0.0 hd8ed1ab_0 conda-forge
importlib_resources 6.1.1 pyhd8ed1ab_0 conda-forge
iniconfig 2.0.0 pypi_0 pypi
isoduration 20.11.0 pyhd8ed1ab_0 conda-forge
isort 5.13.2 pypi_0 pypi
jaraco-classes 3.3.0 pypi_0 pypi
jbig 2.1 h7f98852_2003 conda-forge
jeepney 0.8.0 pypi_0 pypi
jinja2 3.1.2 pyhd8ed1ab_1 conda-forge
joblib 1.3.2 pyhd8ed1ab_0 conda-forge
json-c 0.17 h7ab15ed_0 conda-forge
jsonpointer 2.4 py39hf3d152e_3 conda-forge
jsonschema 4.20.0 pyhd8ed1ab_0 conda-forge
jsonschema-specifications 2023.11.2 pyhd8ed1ab_0 conda-forge
jsonschema-with-format-nongpl 4.20.0 pyhd8ed1ab_0 conda-forge
jupyter-server-proxy 4.1.0 pyhd8ed1ab_0 conda-forge
jupyter_client 8.6.0 pyhd8ed1ab_0 conda-forge
jupyter_core 5.5.1 py39hf3d152e_0 conda-forge
jupyter_events 0.9.0 pyhd8ed1ab_0 conda-forge
jupyter_server 2.12.1 pyhd8ed1ab_0 conda-forge
jupyter_server_terminals 0.5.0 pyhd8ed1ab_0 conda-forge
jupyterlab_pygments 0.3.0 pyhd8ed1ab_0 conda-forge
jxrlib 1.1 h7f98852_2 conda-forge
kealib 1.5.3 h2f55d51_0 conda-forge
keyring 24.3.0 pypi_0 pypi
keyutils 1.6.1 h166bdaf_0 conda-forge
kiwisolver 1.4.5 py39h7633fee_1 conda-forge
krb5 1.21.2 h659d440_0 conda-forge
lazy-object-proxy 1.10.0 pypi_0 pypi
lazy_loader 0.3 pyhd8ed1ab_0 conda-forge
lcms2 2.16 hb7c19ff_0 conda-forge
ld_impl_linux-64 2.40 h41732ed_0 conda-forge
lerc 4.0.0 h27087fc_0 conda-forge
libabseil 20230802.1 cxx17_h59595ed_0 conda-forge
libaec 1.1.2 h59595ed_1 conda-forge
libarchive 3.7.2 h2aa1ff5_1 conda-forge
libarrow 14.0.2 hfb4d3a9_0_cpu conda-forge
libarrow-acero 14.0.2 h59595ed_0_cpu conda-forge
libarrow-dataset 14.0.2 h59595ed_0_cpu conda-forge
libarrow-flight 14.0.2 h120cb0d_0_cpu conda-forge
libarrow-flight-sql 14.0.2 h61ff412_0_cpu conda-forge
libarrow-gandiva 14.0.2 hacb8726_0_cpu conda-forge
libarrow-substrait 14.0.2 h61ff412_0_cpu conda-forge
libavif16 1.0.3 hef5bec9_1 conda-forge
libblas 3.9.0 20_linux64_openblas conda-forge
libboost-headers 1.84.0 ha770c72_0 conda-forge
libbrotlicommon 1.1.0 hd590300_1 conda-forge
libbrotlidec 1.1.0 hd590300_1 conda-forge
libbrotlienc 1.1.0 hd590300_1 conda-forge
libcblas 3.9.0 20_linux64_openblas conda-forge
libcrc32c 1.1.2 h9c3ff4c_0 conda-forge
libcublas 12.0.1.189 hd3aeb46_3 conda-forge
libcublas-dev 12.0.1.189 hd3aeb46_3 conda-forge
libcucim 23.12.01 cuda12_231211_ga3445df_0 rapidsai
libcudf 23.12.01 cuda12_231208_g2ce46216b5_0 rapidsai
libcudf_kafka 23.12.01 cuda12_231208_g2ce46216b5_0 rapidsai
libcufft 11.0.0.21 hd3aeb46_2 conda-forge
libcufile 1.5.0.59 hd3aeb46_1 conda-forge
libcufile-dev 1.5.0.59 hd3aeb46_1 conda-forge
libcugraph 23.12.00 cuda12_231206_g1309813f_0 rapidsai
libcugraph_etl 23.12.00 cuda12_231206_g1309813f_0 rapidsai
libcugraphops 23.12.00 cuda12_231206_g42d08202_0 nvidia
libcuml 23.12.00 cuda12_231206_gad2bd2b65_0 rapidsai
libcumlprims 23.12.00 cuda12_231206_gc120fe0_0 nvidia
libcurand 10.3.1.50 hd3aeb46_1 conda-forge
libcurand-dev 10.3.1.50 hd3aeb46_1 conda-forge
libcurl 8.5.0 hca28451_0 conda-forge
libcusolver 11.4.2.57 hd3aeb46_2 conda-forge
libcusolver-dev 11.4.2.57 hd3aeb46_2 conda-forge
libcusparse 12.0.0.76 hd3aeb46_2 conda-forge
libcusparse-dev 12.0.0.76 hd3aeb46_2 conda-forge
libcuspatial 23.12.01 cuda12_231207_g16727064_0 rapidsai
libdeflate 1.19 hd590300_0 conda-forge
libedit 3.1.20191231 he28a2e2_2 conda-forge
libev 4.33 hd590300_2 conda-forge
libevent 2.1.12 hf998b51_1 conda-forge
libexpat 2.5.0 hcb278e6_1 conda-forge
libffi 3.4.2 h7f98852_5 conda-forge
libgcc-ng 13.2.0 h807b86a_3 conda-forge
libgdal 3.8.2 hed8bd54_0 conda-forge
libgfortran-ng 13.2.0 h69a702a_3 conda-forge
libgfortran5 13.2.0 ha4646dd_3 conda-forge
libglib 2.78.3 h783c2da_0 conda-forge
libgomp 13.2.0 h807b86a_3 conda-forge
libgoogle-cloud 2.12.0 h5206363_4 conda-forge
libgrpc 1.59.3 hd6c4280_0 conda-forge
libiconv 1.17 hd590300_2 conda-forge
libjpeg-turbo 3.0.0 hd590300_1 conda-forge
libkml 1.3.0 h01aab08_1018 conda-forge
libkvikio 23.12.00 cuda12_231206_gf90bfbe_0 rapidsai
liblapack 3.9.0 20_linux64_openblas conda-forge
libllvm14 14.0.6 hcd5def8_4 conda-forge
libllvm15 15.0.7 hb3ce162_4 conda-forge
libnetcdf 4.9.2 nompi_h9612171_113 conda-forge
libnghttp2 1.58.0 h47da74e_1 conda-forge
libnl 3.9.0 hd590300_0 conda-forge
libnsl 2.0.1 hd590300_0 conda-forge
libntlm 1.4 h7f98852_1002 conda-forge
libnuma 2.0.16 h0b41bf4_1 conda-forge
libnvjitlink 12.0.76 hd3aeb46_2 conda-forge
libnvjpeg 12.0.0.28 h59595ed_1 conda-forge
libopenblas 0.3.25 pthreads_h413a1c8_0 conda-forge
libparquet 14.0.2 h352af49_0_cpu conda-forge
libpng 1.6.39 h753d276_0 conda-forge
libpq 16.1 h33b98f1_7 conda-forge
libprotobuf 4.24.4 hf27288f_0 conda-forge
libraft 23.12.00 cuda12_231206_g9e2d6277_0 rapidsai
libraft-headers 23.12.00 cuda12_231206_g9e2d6277_0 rapidsai
libraft-headers-only 23.12.00 cuda12_231206_g9e2d6277_0 rapidsai
librdkafka 1.9.2 ha5a0de0_2 conda-forge
libre2-11 2023.06.02 h7a70373_0 conda-forge
librmm 23.12.00 cuda12_231206_g2db5cbb3_0 rapidsai
librttopo 1.1.0 h8917695_15 conda-forge
libsodium 1.0.18 h36c2ea0_1 conda-forge
libspatialindex 1.9.3 h9c3ff4c_4 conda-forge
libspatialite 5.1.0 h7bd4643_4 conda-forge
libsqlite 3.44.2 h2797004_0 conda-forge
libssh2 1.11.0 h0841786_0 conda-forge
libstdcxx-ng 13.2.0 h7e041cc_3 conda-forge
libthrift 0.19.0 hb90f79a_1 conda-forge
libtiff 4.6.0 ha9c0a0a_2 conda-forge
libutf8proc 2.8.0 h166bdaf_0 conda-forge
libuuid 2.38.1 h0b41bf4_0 conda-forge
libuv 1.46.0 hd590300_0 conda-forge
libwebp 1.3.2 h658648e_1 conda-forge
libwebp-base 1.3.2 hd590300_0 conda-forge
libxcb 1.15 h0b41bf4_0 conda-forge
libxgboost 1.7.6 rapidsai_h52ede06_7 rapidsai
libxml2 2.12.3 h232c23b_0 conda-forge
libzip 1.10.1 h2629f0a_3 conda-forge
libzlib 1.2.13 hd590300_5 conda-forge
libzopfli 1.0.3 h9c3ff4c_0 conda-forge
lightgbm 3.3.5 pypi_0 pypi
lightning-utilities 0.10.0 pypi_0 pypi
linkify-it-py 2.0.0 pyhd8ed1ab_0 conda-forge
llvmlite 0.41.1 pypi_0 pypi
locket 1.0.0 pyhd8ed1ab_0 conda-forge
lz4 4.3.2 py39h79d96da_1 conda-forge
lz4-c 1.9.4 hcb278e6_0 conda-forge
lzo 2.10 h516909a_1000 conda-forge
mako 1.3.0 pypi_0 pypi
mapclassify 2.6.1 pyhd8ed1ab_0 conda-forge
markdown 3.5.1 pyhd8ed1ab_0 conda-forge
markdown-it-py 3.0.0 pyhd8ed1ab_0 conda-forge
markupsafe 2.1.3 py39hd1e30aa_1 conda-forge
matplotlib-base 3.8.2 py39he9076e7_0 conda-forge
mccabe 0.7.0 pypi_0 pypi
mdit-py-plugins 0.4.0 pyhd8ed1ab_0 conda-forge
mdurl 0.1.0 pyhd8ed1ab_0 conda-forge
metaml 1.0.19rc0 pypi_0 pypi
minizip 4.0.3 h0ab5242_0 conda-forge
mistune 3.0.2 pyhd8ed1ab_0 conda-forge
more-itertools 10.1.0 pypi_0 pypi
mpmath 1.3.0 pypi_0 pypi
mrmr-selection 0.2.8 pypi_0 pypi
msgpack-python 1.0.7 py39h7633fee_0 conda-forge
multidict 6.0.4 py39hd1e30aa_1 conda-forge
multipledispatch 0.6.0 py_0 conda-forge
multiprocess 0.70.15 pypi_0 pypi
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
mypy 1.4.1 pypi_0 pypi
mypy-extensions 1.0.0 pypi_0 pypi
nbclient 0.8.0 pyhd8ed1ab_0 conda-forge
nbconvert-core 7.13.1 pyhd8ed1ab_0 conda-forge
nbformat 5.9.2 pyhd8ed1ab_0 conda-forge
nccl 2.19.4.1 h3a97aeb_0 conda-forge
ncurses 6.4 h59595ed_2 conda-forge
networkx 3.2 pypi_0 pypi
nfoursid 1.0.1 pypi_0 pypi
nh3 0.2.15 pypi_0 pypi
nodeenv 1.8.0 pypi_0 pypi
nodejs 20.9.0 hb753e55_0 conda-forge
nspr 4.35 h27087fc_0 conda-forge
nss 3.96 h1d7d5a4_0 conda-forge
nuitka 1.7.5 pypi_0 pypi
numba 0.58.1 pypi_0 pypi
numpy 1.24.4 py39h6183b62_0 conda-forge
nvcomp 3.0.4 h10b603f_1 conda-forge
nvidia-cublas-cu12 12.1.3.1 pypi_0 pypi
nvidia-cuda-cupti-cu12 12.1.105 pypi_0 pypi
nvidia-cuda-nvrtc-cu12 12.1.105 pypi_0 pypi
nvidia-cuda-runtime-cu12 12.1.105 pypi_0 pypi
nvidia-cudnn-cu12 8.9.2.26 pypi_0 pypi
nvidia-cufft-cu12 11.0.2.54 pypi_0 pypi
nvidia-curand-cu12 10.3.2.106 pypi_0 pypi
nvidia-cusolver-cu12 11.4.5.107 pypi_0 pypi
nvidia-cusparse-cu12 12.1.0.106 pypi_0 pypi
nvidia-nccl-cu12 2.18.1 pypi_0 pypi
nvidia-nvjitlink-cu12 12.3.101 pypi_0 pypi
nvidia-nvtx-cu12 12.1.105 pypi_0 pypi
nvtx 0.2.8 py39hd1e30aa_1 conda-forge
openjpeg 2.5.0 h488ebb8_3 conda-forge
openslide 3.4.1 h58ba908_12 conda-forge
openssl 3.2.0 hd590300_1 conda-forge
optuna 3.3.0 pypi_0 pypi
orc 1.9.2 h4b38347_0 conda-forge
ordered-set 4.1.0 pypi_0 pypi
overrides 7.4.0 pyhd8ed1ab_0 conda-forge
packaging 23.2 pyhd8ed1ab_0 conda-forge
pandas 1.5.3 py39h2ad29b5_1 conda-forge
pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge
panel 1.3.4 pyhd8ed1ab_0 conda-forge
param 2.0.1 pyhca7485f_0 conda-forge
partd 1.4.1 pyhd8ed1ab_0 conda-forge
pathspec 0.12.1 pypi_0 pypi
patsy 0.5.4 pypi_0 pypi
pcre2 10.42 hcad00b1_0 conda-forge
pillow 10.1.0 py39had0adad_0 conda-forge
pip 23.3.2 pyhd8ed1ab_0 conda-forge
pipdeptree 2.10.2 pypi_0 pypi
pixman 0.42.2 h59595ed_0 conda-forge
pkginfo 1.9.6 pypi_0 pypi
pkgutil-resolve-name 1.3.10 pyhd8ed1ab_1 conda-forge
platformdirs 4.1.0 pyhd8ed1ab_0 conda-forge
plotly 5.18.0 pypi_0 pypi
pluggy 1.3.0 pypi_0 pypi
pmdarima 2.0.4 pypi_0 pypi
polars 0.20.2 pypi_0 pypi
poppler 23.12.0 h590f24d_0 conda-forge
poppler-data 0.4.12 hd8ed1ab_0 conda-forge
portion 2.4.2 pypi_0 pypi
postgresql 16.1 h7387d8b_7 conda-forge
pre-commit 3.3.3 pypi_0 pypi
proj 9.3.1 h1d62c97_0 conda-forge
prometheus_client 0.19.0 pyhd8ed1ab_0 conda-forge
protobuf 3.20.3 pypi_0 pypi
psutil 5.9.7 py39hd1e30aa_0 conda-forge
pthread-stubs 0.4 h36c2ea0_1001 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
py-xgboost 1.7.6 rapidsai_py39h84d37f7_7 rapidsai
pyarrow 14.0.2 py39h6925388_0_cpu conda-forge
pyarrow-hotfix 0.6 pyhd8ed1ab_0 conda-forge
pycodestyle 2.10.0 pypi_0 pypi
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pyct 0.5.0 pyhd8ed1ab_0 conda-forge
pydantic 1.10.13 pypi_0 pypi
pyee 8.1.0 pyhd8ed1ab_0 conda-forge
pyflakes 3.0.1 pypi_0 pypi
pygments 2.17.2 pyhd8ed1ab_0 conda-forge
pylibcugraph 23.12.00 cuda12_py39_231206_g1309813f_0 rapidsai
pylibraft 23.12.00 cuda12_py39_231206_g9e2d6277_0 rapidsai
pylint 2.17.4 pypi_0 pypi
pynndescent 0.5.11 pypi_0 pypi
pynvml 11.4.1 pyhd8ed1ab_0 conda-forge
pyod 1.1.2 pypi_0 pypi
pyparsing 3.1.1 pyhd8ed1ab_0 conda-forge
pyppeteer 1.0.2 pyhd8ed1ab_0 conda-forge
pyproj 3.6.1 py39h15b0fa6_5 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytest 7.4.0 pypi_0 pypi
pytest-cov 4.1.0 pypi_0 pypi
pytest-split 0.8.1 pypi_0 pypi
pytest-xdist 3.3.1 pypi_0 pypi
python 3.9.18 h0755675_0_cpython conda-forge
python-confluent-kafka 1.9.2 py39hb9d737c_2 conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-fastjsonschema 2.19.0 pyhd8ed1ab_0 conda-forge
python-graphviz 0.20.1 pypi_0 pypi
python-json-logger 2.0.7 pyhd8ed1ab_0 conda-forge
python_abi 3.9 4_cp39 conda-forge
pytorch-lightning 2.1.3 pypi_0 pypi
pytz 2023.3.post1 pyhd8ed1ab_0 conda-forge
pyviz_comms 3.0.0 pyhd8ed1ab_0 conda-forge
pywavelets 1.4.1 py39h44dd56e_1 conda-forge
pyyaml 6.0.1 py39hd1e30aa_1 conda-forge
pyzmq 25.1.2 py39h8c080ef_0 conda-forge
qpd 0.4.4 pypi_0 pypi
raft-dask 23.12.00 cuda12_py39_231206_g9e2d6277_0 rapidsai
rapids 23.12.00 cuda12_py39_231206_g1d8bed4_0 rapidsai
rapids-dask-dependency 23.12.01 0 rapidsai
rapids-xgboost 23.12.00 cuda12_py39_231206_g1d8bed4_0 rapidsai
rav1e 0.6.6 he8a937b_2 conda-forge
rdma-core 49.0 hd3aeb46_2 conda-forge
re2 2023.06.02 h2873b5e_0 conda-forge
readline 8.2 h8228510_1 conda-forge
readme-renderer 42.0 pypi_0 pypi
referencing 0.32.0 pyhd8ed1ab_0 conda-forge
regex 2023.10.3 pypi_0 pypi
requests 2.31.0 pyhd8ed1ab_0 conda-forge
requests-toolbelt 1.0.0 pypi_0 pypi
rfc3339-validator 0.1.4 pyhd8ed1ab_0 conda-forge
rfc3986 2.0.0 pypi_0 pypi
rfc3986-validator 0.1.1 pyh9f0ad1d_0 conda-forge
rich 13.7.0 pyhd8ed1ab_0 conda-forge
rmm 23.12.00 cuda12_py39_231206_g2db5cbb3_0 rapidsai
rpds-py 0.15.2 py39h9fdd4d6_0 conda-forge
rtree 1.1.0 py39hb102c33_0 conda-forge
ruamel-yaml 0.18.5 pypi_0 pypi
ruamel-yaml-clib 0.2.8 pypi_0 pypi
s2n 1.4.0 h06160fa_0 conda-forge
scikit-image 0.21.0 py39h3d6467e_0 conda-forge
scikit-learn 1.1.3 pypi_0 pypi
scikit-learn-intelex 2023.2.0 pypi_0 pypi
scipy 1.11.4 py39h474f0d3_0 conda-forge
secretstorage 3.3.3 pypi_0 pypi
send2trash 1.8.2 pyh41d4057_0 conda-forge
setuptools 68.2.2 pyhd8ed1ab_0 conda-forge
shap 0.44.0 pypi_0 pypi
shapely 2.0.2 py39h6404dd3_1 conda-forge
simpervisor 1.0.0 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
sklearn-contrib-lightning 0.6.2.post0 pypi_0 pypi
sktime 0.17.1 pypi_0 pypi
slicer 0.0.7 pypi_0 pypi
snappy 1.1.10 h9fff704_0 conda-forge
sniffio 1.3.0 pyhd8ed1ab_0 conda-forge
snowballstemmer 2.2.0 pypi_0 pypi
sortedcontainers 2.4.0 pyhd8ed1ab_0 conda-forge
soupsieve 2.5 pyhd8ed1ab_1 conda-forge
spdlog 1.11.0 h9b3ece8_1 conda-forge
sphinx 6.2.1 pypi_0 pypi
sphinx-rtd-theme 1.2.2 pypi_0 pypi
sphinxcontrib-applehelp 1.0.7 pypi_0 pypi
sphinxcontrib-devhelp 1.0.5 pypi_0 pypi
sphinxcontrib-htmlhelp 2.0.4 pypi_0 pypi
sphinxcontrib-jquery 4.1 pypi_0 pypi
sphinxcontrib-jsmath 1.0.1 pypi_0 pypi
sphinxcontrib-qthelp 1.0.6 pypi_0 pypi
sphinxcontrib-serializinghtml 1.1.9 pypi_0 pypi
sqlalchemy 2.0.23 pypi_0 pypi
sqlglot 20.4.0 pypi_0 pypi
sqlite 3.44.2 h2c6b66d_0 conda-forge
statsforecast 1.7.0 pypi_0 pypi
statsmodels 0.14.1 pypi_0 pypi
streamz 0.6.4 pyh6c4a22f_0 conda-forge
svt-av1 1.8.0 h59595ed_0 conda-forge
sympy 1.12 pypi_0 pypi
tbats 1.1.3 pypi_0 pypi
tbb 2021.11.0 pypi_0 pypi
tblib 3.0.0 pyhd8ed1ab_0 conda-forge
tenacity 8.2.3 pypi_0 pypi
tensorboardx 2.6 pypi_0 pypi
terminado 0.18.0 pyh0d859eb_0 conda-forge
threadpoolctl 3.2.0 pyha21a80b_0 conda-forge
tifffile 2023.12.9 pyhd8ed1ab_0 conda-forge
tiledb 2.18.3 hc1131af_1 conda-forge
tinycss2 1.2.1 pyhd8ed1ab_0 conda-forge
tk 8.6.13 noxft_h4845f30_101 conda-forge
tokenizers 0.13.3 pypi_0 pypi
tomli 2.0.1 pypi_0 pypi
tomlkit 0.12.3 pypi_0 pypi
toolz 0.12.0 pyhd8ed1ab_0 conda-forge
torch 2.1.2 pypi_0 pypi
torchmetrics 1.2.1 pypi_0 pypi
tornado 6.3.3 py39hd1e30aa_1 conda-forge
tqdm 4.66.1 pyhd8ed1ab_0 conda-forge
traitlets 5.14.0 pyhd8ed1ab_0 conda-forge
transformers 4.28.1 pypi_0 pypi
treelite 3.9.1 py39h9b5fa3e_0 conda-forge
treelite-runtime 3.9.1 pypi_0 pypi
triad 0.9.3 pypi_0 pypi
triton 2.1.0 pypi_0 pypi
twine 4.0.2 pypi_0 pypi
types-python-dateutil 2.8.19.14 pyhd8ed1ab_0 conda-forge
typing-extensions 4.9.0 hd8ed1ab_0 conda-forge
typing_extensions 4.9.0 pyha770c72_0 conda-forge
typing_utils 0.1.0 pyhd8ed1ab_0 conda-forge
tzcode 2023c h0b41bf4_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
uc-micro-py 1.0.1 pyhd8ed1ab_0 conda-forge
ucx 1.15.0 h6d2d1ec_2 conda-forge
ucx-proc 1.0.0 gpu rapidsai
ucx-py 0.35.00 py39_231206_gb5f60ca_0 rapidsai
umap-learn 0.5.5 pypi_0 pypi
unicodedata2 15.1.0 py39hd1e30aa_0 conda-forge
uri-template 1.3.0 pyhd8ed1ab_0 conda-forge
uriparser 0.9.7 hcb278e6_1 conda-forge
urllib3 1.26.18 pyhd8ed1ab_0 conda-forge
utilsforecast 0.0.23 pypi_0 pypi
vecstack 0.4.0 pypi_0 pypi
virtualenv 20.25.0 pypi_0 pypi
webcolors 1.13 pyhd8ed1ab_0 conda-forge
webencodings 0.5.1 pyhd8ed1ab_2 conda-forge
websocket-client 1.7.0 pyhd8ed1ab_0 conda-forge
websockets 10.4 py39hb9d737c_1 conda-forge
wheel 0.42.0 pyhd8ed1ab_0 conda-forge
wrapt 1.16.0 pypi_0 pypi
xarray 2023.12.0 pyhd8ed1ab_0 conda-forge
xerces-c 3.2.5 hac6953d_0 conda-forge
xgboost 1.7.6 rapidsai_py39h0b6c2bb_7 rapidsai
xorg-kbproto 1.0.7 h7f98852_1002 conda-forge
xorg-libice 1.1.1 hd590300_0 conda-forge
xorg-libsm 1.2.4 h7391055_0 conda-forge
xorg-libx11 1.8.7 h8ee46fc_0 conda-forge
xorg-libxau 1.0.11 hd590300_0 conda-forge
xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge
xorg-libxext 1.3.4 h0b41bf4_2 conda-forge
xorg-libxrender 0.9.11 hd590300_0 conda-forge
xorg-renderproto 0.11.1 h7f98852_1002 conda-forge
xorg-xextproto 7.3.0 h0b41bf4_1003 conda-forge
xorg-xproto 7.0.31 h7f98852_1007 conda-forge
xxhash 3.4.1 pypi_0 pypi
xyzservices 2023.10.1 pyhd8ed1ab_0 conda-forge
xz 5.2.6 h166bdaf_0 conda-forge
yaml 0.2.5 h7f98852_2 conda-forge
yarl 1.9.3 py39hd1e30aa_0 conda-forge
zeromq 4.3.5 h59595ed_0 conda-forge
zfp 1.0.1 h59595ed_0 conda-forge
zict 3.0.0 pyhd8ed1ab_0 conda-forge
zipp 3.17.0 pyhd8ed1ab_0 conda-forge
zlib 1.2.13 hd590300_5 conda-forge
zlib-ng 2.0.7 h0b41bf4_0 conda-forge
zstandard 0.22.0 pypi_0 pypi
zstd 1.5.5 hfc55251_0 conda-forge