[BUG] cudf.DataFrame.equals reports False for inputs with NaNs
Open
2 - In Progress
bug
libcudf
Python
- Dominant language
- C++
- Stars
- 9.8k
- Forks
- 1.1k
- Avg merge
- 3d 6m
- Merged PRs (30d)
- 278
Description
**Describe the bug**
According to the [documentation](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.DataFrame.equals.html#cudf.DataFrame.equals), the result of `DataFrame.equals()` should be `True` when the two dataframes are equal, even when they contain NaNs:
> NaNs in the same location are considered equal.
However, this does not seem to be the case under certain circumstances.
**Steps/Code to reproduce bug**
The following snippet demonstrates the unexpected behavior:
```python
import numpy as np
import cudf
input_array = np.array([np.nan])
a = cudf.DataFrame(input_array)
assert a.equals(a.copy())
```
will fail with an `AssertionError`.
Curiously the following snippet does **not** fail:
```python
a = cudf.DataFrame([np.nan])
assert a.equals(a.copy())
```
**Expected behavior**
The result of `DataFrame.equals()` should be True in case that values are the same and NaNs are in the same place as described by the method's documentation.
**Environment overview (please complete the following information)**
- Environment location: Bare-metal
- Method of cuDF install: conda
**Environment details**
Click here to see environment details
**git***
Not inside a git repository
***OS Information***
DGX_NAME="DGX Server"
DGX_PRETTY_NAME="NVIDIA DGX Server"
DGX_SWBUILD_DATE="2020-03-04"
DGX_SWBUILD_VERSION="4.4.0"
DGX_COMMIT_ID="ee09ebc"
DGX_PLATFORM="DGX Server for DGX-1"
DGX_SERIAL_NUMBER="QTFCOU6300082"
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=18.04
DISTRIB_CODENAME=bionic
DISTRIB_DESCRIPTION="Ubuntu 18.04.4 LTS"
NAME="Ubuntu"
VERSION="18.04.4 LTS (Bionic Beaver)"
ID=ubuntu
ID_LIKE=debian
PRETTY_NAME="Ubuntu 18.04.4 LTS"
VERSION_ID="18.04"
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=bionic
UBUNTU_CODENAME=bionic
Linux dgx06 4.15.0-76-generic #86-Ubuntu SMP Fri Jan 17 17:24:28 UTC 2020 x86_64 x86_64 x86_64 GNU/Linux
***GPU Information***
Wed Nov 30 05:42:50 2022
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 495.29.05 Driver Version: 495.29.05 CUDA Version: 11.5 |
|-------------------------------+----------------------+----------------------+
| 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 V100-SXM2... On | 00000000:06:00.0 Off | 0 |
| N/A 32C P0 55W / 300W | 668MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 1 Tesla V100-SXM2... On | 00000000:07:00.0 Off | 0 |
| N/A 32C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 2 Tesla V100-SXM2... On | 00000000:0A:00.0 Off | 0 |
| N/A 30C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 3 Tesla V100-SXM2... On | 00000000:0B:00.0 Off | 0 |
| N/A 29C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 4 Tesla V100-SXM2... On | 00000000:85:00.0 Off | 0 |
| N/A 30C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 5 Tesla V100-SXM2... On | 00000000:86:00.0 Off | 0 |
| N/A 30C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 6 Tesla V100-SXM2... On | 00000000:89:00.0 Off | 0 |
| N/A 31C P0 42W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
| 7 Tesla V100-SXM2... On | 00000000:8A:00.0 Off | 0 |
| N/A 29C P0 41W / 300W | 3MiB / 32510MiB | 0% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 630188 C python 665MiB |
+-----------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Byte Order: Little Endian
CPU(s): 80
On-line CPU(s) list: 0-79
Thread(s) per core: 2
Core(s) per socket: 20
Socket(s): 2
NUMA node(s): 2
Vendor ID: GenuineIntel
CPU family: 6
Model: 79
Model name: Intel(R) Xeon(R) CPU E5-2698 v4 @ 2.20GHz
Stepping: 1
CPU MHz: 3226.018
CPU max MHz: 3600.0000
CPU min MHz: 1200.0000
BogoMIPS: 4390.02
Virtualization: VT-x
L1d cache: 32K
L1i cache: 32K
L2 cache: 256K
L3 cache: 51200K
NUMA node0 CPU(s): 0-19,40-59
NUMA node1 CPU(s): 20-39,60-79
Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm rdt_a rdseed adx smap intel_pt xsaveopt cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts md_clear flush_l1d
***CMake***
/raid/sadorf/mambaforge/envs/cuml_dev/bin/cmake
cmake version 3.24.3
CMake suite maintained and supported by Kitware (kitware.com/cmake).
***g++***
/raid/sadorf/mambaforge/envs/cuml_dev/bin/g++
g++ (conda-forge gcc 9.5.0-19) 9.5.0
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***
/usr/local/cuda/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2021 NVIDIA Corporation
Built on Thu_Nov_18_09:45:30_PST_2021
Cuda compilation tools, release 11.5, V11.5.119
Build cuda_11.5.r11.5/compiler.30672275_0
***Python***
/raid/sadorf/mambaforge/envs/cuml_dev/bin/python
Python 3.8.13
***Environment Variables***
PATH : /home/nfs/sadorf/.vscode-server/bin/6261075646f055b99068d3688932416f2346dd3b/bin/remote-cli:/raid/sadorf/mambaforge/envs/cuml_dev/bin:/raid/sadorf/mambaforge/condabin:/usr/local/cuda/bin:/opt/bin:/usr/local/cuda/bin:/opt/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 : /raid/sadorf/mambaforge/envs/cuml_dev
PYTHON_PATH :
***conda packages***
/raid/sadorf/mambaforge/envs/cuml_dev/bin/conda
# packages in environment at /raid/sadorf/mambaforge/envs/cuml_dev:
#
# Name Version Build Channel
_libgcc_mutex 0.1 conda_forge conda-forge
_openmp_mutex 4.5 2_gnu conda-forge
_sysroot_linux-64_curr_repodata_hack 3 h5bd9786_13 conda-forge
abseil-cpp 20210324.2 h9c3ff4c_0 conda-forge
aiobotocore 2.4.0 pyhd8ed1ab_0 conda-forge
aiohttp 3.8.3 py38h0a891b7_1 conda-forge
aioitertools 0.11.0 pyhd8ed1ab_0 conda-forge
aiosignal 1.3.1 pyhd8ed1ab_0 conda-forge
alabaster 0.7.12 py_0 conda-forge
anyio 3.6.2 pyhd8ed1ab_0 conda-forge
aom 3.5.0 h27087fc_0 conda-forge
appdirs 1.4.4 pyh9f0ad1d_0 conda-forge
argon2-cffi 21.3.0 pyhd8ed1ab_0 conda-forge
argon2-cffi-bindings 21.2.0 py38h0a891b7_3 conda-forge
arrow-cpp 9.0.0 py38ha7276ea_1_cpu conda-forge
astroid 2.12.13 py38h578d9bd_0 conda-forge
asvdb 0.4.2 g90e8f2c_40 rapidsai
async-timeout 4.0.2 pyhd8ed1ab_0 conda-forge
atk-1.0 2.38.0 hd4edc92_1 conda-forge
attrs 22.1.0 pyh71513ae_1 conda-forge
autoconf 2.69 pl5321hd708f79_11 conda-forge
automake 1.16.5 pl5321ha770c72_0 conda-forge
aws-c-cal 0.5.11 h95a6274_0 conda-forge
aws-c-common 0.6.2 h7f98852_0 conda-forge
aws-c-event-stream 0.2.7 h3541f99_13 conda-forge
aws-c-io 0.10.5 hfb6a706_0 conda-forge
aws-checksums 0.1.11 ha31a3da_7 conda-forge
aws-sam-translator 1.53.0 pyhd8ed1ab_0 conda-forge
aws-sdk-cpp 1.8.186 hecaee15_4 conda-forge
aws-xray-sdk 2.10.0 pyhd8ed1ab_0 conda-forge
babel 2.11.0 pyhd8ed1ab_0 conda-forge
backcall 0.2.0 pyh9f0ad1d_0 conda-forge
backports 1.0 py_2 conda-forge
backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge
backports.zoneinfo 0.2.1 py38h0a891b7_7 conda-forge
bcrypt 3.2.2 py38h0a891b7_1 conda-forge
beautifulsoup4 4.11.1 pyha770c72_0 conda-forge
benchmark 1.5.1 he1b5a44_2 conda-forge
binutils 2.39 hdd6e379_0 conda-forge
binutils_impl_linux-64 2.39 h6ceecb4_0 conda-forge
binutils_linux-64 2.39 h5fc0e48_11 conda-forge
black 22.3.0 pyhd8ed1ab_0 conda-forge
blas 1.1 openblas conda-forge
bleach 5.0.1 pyhd8ed1ab_0 conda-forge
blinker 1.5 pyhd8ed1ab_0 conda-forge
blosc 1.21.1 h83bc5f7_3 conda-forge
bokeh 2.4.3 pyhd8ed1ab_3 conda-forge
boost 1.74.0 py38h2b96118_5 conda-forge
boost-cpp 1.74.0 h75c5d50_8 conda-forge
boto3 1.24.59 pyhd8ed1ab_0 conda-forge
botocore 1.27.59 pyhd8ed1ab_0 conda-forge
branca 0.6.0 pyhd8ed1ab_0 conda-forge
breathe 4.34.0 pyhd8ed1ab_0 conda-forge
brotli 1.0.9 h166bdaf_8 conda-forge
brotli-bin 1.0.9 h166bdaf_8 conda-forge
brotlipy 0.7.0 py38h0a891b7_1005 conda-forge
brunsli 0.1 h9c3ff4c_0 conda-forge
bzip2 1.0.8 h7f98852_4 conda-forge
c-ares 1.18.1 h7f98852_0 conda-forge
c-blosc2 2.4.3 h7a311fb_0 conda-forge
c-compiler 1.3.0 h7f98852_0 conda-forge
ca-certificates 2022.9.24 ha878542_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
cachetools 5.2.0 pyhd8ed1ab_0 conda-forge
cairo 1.16.0 ha61ee94_1014 conda-forge
ccache 4.7.3 h2599c5e_0 conda-forge
certifi 2022.9.24 pyhd8ed1ab_0 conda-forge
cffi 1.15.1 py38h4a40e3a_2 conda-forge
cfgv 3.3.1 pyhd8ed1ab_0 conda-forge
cfitsio 4.1.0 hd9d235c_0 conda-forge
cfn-lint 0.71.0 pyhd8ed1ab_0 conda-forge
chardet 5.0.0 py38h578d9bd_1 conda-forge
charls 2.3.4 h9c3ff4c_0 conda-forge
charset-normalizer 2.1.1 pyhd8ed1ab_0 conda-forge
clang 11.1.0 ha770c72_1 conda-forge
clang-11 11.1.0 default_ha53f305_1 conda-forge
clang-tools 11.1.0 default_ha53f305_1 conda-forge
clangxx 11.1.0 default_ha53f305_1 conda-forge
click 8.1.3 unix_pyhd8ed1ab_2 conda-forge
click-plugins 1.1.1 py_0 conda-forge
cligj 0.7.2 pyhd8ed1ab_1 conda-forge
cloudpickle 2.2.0 pyhd8ed1ab_0 conda-forge
cmake 3.24.3 h816a3e0_0 conda-forge
cmake_setuptools 0.1.3 py_0 rapidsai
cmakelang 0.6.13 pyhd8ed1ab_0 conda-forge
cmarkgfm 0.8.0 py38h0a891b7_2 conda-forge
colorama 0.4.6 pyhd8ed1ab_0 conda-forge
colorcet 3.0.1 pyhd8ed1ab_0 conda-forge
commonmark 0.9.1 py_0 conda-forge
conda 4.12.0 py38h578d9bd_0 conda-forge
conda-build 3.22.0 py38h578d9bd_3 conda-forge
conda-package-handling 1.9.0 py38h0a891b7_1 conda-forge
conda-verify 3.1.1 py38h578d9bd_1006 conda-forge
contourpy 1.0.6 py38h43d8883_0 conda-forge
coverage 6.5.0 py38h0a891b7_1 conda-forge
cryptography 38.0.3 py38h2b5fc30_0 conda-forge
cubinlinker 0.2.0 py38h7144610_1 rapidsai
cuda-python 11.7.1 py38h7525318_1 conda-forge
cudatoolkit 11.5.1 h59c8dcf_11 conda-forge
cudf 23.02.00a221130 cuda_11_py38_g5f83a84916_111 rapidsai-nightly
cuml 22.12.0a0+56.gdd6c9d0e6 pypi_0 pypi
cupy 11.2.0 py38h405e1b6_0 conda-forge
curl 7.86.0 h7bff187_1 conda-forge
cxx-compiler 1.3.0 h4bd325d_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
cyrus-sasl 2.1.27 h230043b_5 conda-forge
cython 0.29.32 py38hfa26641_1 conda-forge
cytoolz 0.12.0 py38h0a891b7_1 conda-forge
dask 2022.11.2a221129 py_gc23ee621_16 dask/label/dev
dask-core 2022.11.2a221125 py_g3ac3b8d6e_9 dask/label/dev
dask-cuda 23.02.00a221130 py38_gb087770_16 rapidsai-nightly
dask-cudf 23.02.00a221130 cuda_11_py38_g5f83a84916_111 rapidsai-nightly
dask-glm 0.2.1.dev52+g1daf4c5 pypi_0 pypi
dask-labextension 6.0.0 pyhd8ed1ab_0 conda-forge
dask-ml 1.9.0 pyhd8ed1ab_0 conda-forge
dataclasses 0.8 pyhc8e2a94_3 conda-forge
datashader 0.13.1a py_0 rapidsai
datashape 0.5.4 py_1 conda-forge
dav1d 1.0.0 h166bdaf_1 conda-forge
dbus 1.13.6 h5008d03_3 conda-forge
debugpy 1.6.3 py38hfa26641_1 conda-forge
decopatch 1.4.10 pyhd8ed1ab_0 conda-forge
decorator 5.1.1 pyhd8ed1ab_0 conda-forge
defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge
dill 0.3.6 pyhd8ed1ab_1 conda-forge
distlib 0.3.5 pyhd8ed1ab_0 conda-forge
distributed 2022.11.2a221129 py_gc23ee621_16 dask/label/dev
distro 1.6.0 pyhd8ed1ab_0 conda-forge
dlpack 0.5 h9c3ff4c_0 conda-forge
docker-py 6.0.0 pyhd8ed1ab_0 conda-forge
docutils 0.19 py38h578d9bd_1 conda-forge
double-conversion 3.1.5 h9c3ff4c_2 conda-forge
doxygen 1.8.20 had0d8f1_0 conda-forge
ecdsa 0.18.0 pyhd8ed1ab_1 conda-forge
entrypoints 0.4 pyhd8ed1ab_0 conda-forge
exceptiongroup 1.0.1 pyhd8ed1ab_0 conda-forge
execnet 1.9.0 pyhd8ed1ab_0 conda-forge
expat 2.5.0 h27087fc_0 conda-forge
faiss-proc 1.0.0 cuda rapidsai
fastavro 1.7.0 py38h0a891b7_0 conda-forge
fastrlock 0.8 py38hfa26641_3 conda-forge
feather-format 0.4.1 pyh9f0ad1d_0 conda-forge
filelock 3.8.0 pyhd8ed1ab_0 conda-forge
filterpy 1.4.5 py_1 conda-forge
fiona 1.8.22 py38hc72d8cd_0 conda-forge
flake8 3.8.4 py_0 conda-forge
flask 2.1.3 pyhd8ed1ab_0 conda-forge
flask_cors 3.0.10 pyhd3deb0d_0 conda-forge
flit-core 3.8.0 pyhd8ed1ab_0 conda-forge
folium 0.13.0 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 hab24e00_0 conda-forge
fontconfig 2.14.1 hc2a2eb6_0 conda-forge
fonts-conda-ecosystem 1 0 conda-forge
fonts-conda-forge 1 0 conda-forge
fonttools 4.38.0 py38h0a891b7_1 conda-forge
freetype 2.12.1 hca18f0e_0 conda-forge
freexl 1.0.6 h166bdaf_1 conda-forge
fribidi 1.0.10 h36c2ea0_0 conda-forge
frozenlist 1.3.3 py38h0a891b7_0 conda-forge
fsspec 2022.10.0 pyhd8ed1ab_0 conda-forge
future 0.18.2 pyhd8ed1ab_6 conda-forge
gcc 9.5.0 h1fea6ba_11 conda-forge
gcc_impl_linux-64 9.5.0 h99780fb_19 conda-forge
gcc_linux-64 9.5.0 h4258300_11 conda-forge
gcsfs 2022.10.0 pyhd8ed1ab_0 conda-forge
gdal 3.5.2 py38h1f15b03_3 conda-forge
gdk-pixbuf 2.42.8 hff1cb4f_1 conda-forge
geopandas 0.12.1 pyhd8ed1ab_1 conda-forge
geopandas-base 0.12.1 pyha770c72_1 conda-forge
geos 3.11.0 h27087fc_0 conda-forge
geotiff 1.7.1 h4fc65e6_3 conda-forge
gettext 0.21.1 h27087fc_0 conda-forge
gflags 2.2.2 he1b5a44_1004 conda-forge
giflib 5.2.1 h36c2ea0_2 conda-forge
git 2.38.1 pl5321h5e804b7_1 conda-forge
glib 2.74.1 h6239696_1 conda-forge
glib-tools 2.74.1 h6239696_1 conda-forge
glob2 0.7 py_0 conda-forge
glog 0.6.0 h6f12383_0 conda-forge
gmock 1.10.0 h4bd325d_7 conda-forge
gmp 6.2.1 h58526e2_0 conda-forge
gmpy2 2.1.2 py38h793c122_1 conda-forge
google-api-core 2.10.1 pyhd8ed1ab_0 conda-forge
google-auth 2.14.0 pyh1a96a4e_0 conda-forge
google-auth-oauthlib 0.7.1 pyhd8ed1ab_0 conda-forge
google-cloud-core 2.3.2 pyhd8ed1ab_0 conda-forge
google-cloud-storage 2.6.0 pyh1a96a4e_0 conda-forge
google-crc32c 1.1.2 py38h57c428a_4 conda-forge
google-resumable-media 2.4.0 pyhd8ed1ab_0 conda-forge
googleapis-common-protos 1.56.4 py38h578d9bd_1 conda-forge
graphite2 1.3.13 h58526e2_1001 conda-forge
graphql-core 3.2.3 pyhd8ed1ab_0 conda-forge
graphviz 6.0.1 h5abf519_0 conda-forge
greenlet 2.0.1 py38hfa26641_0 conda-forge
grpc-cpp 1.45.2 h9d3bbbb_5 conda-forge
grpcio 1.46.3 py38ha0cdfde_0 conda-forge
gtest 1.10.0 h4bd325d_7 conda-forge
gtk2 2.24.33 h90689f9_2 conda-forge
gts 0.7.6 h64030ff_2 conda-forge
gxx 9.5.0 h1fea6ba_11 conda-forge
gxx_impl_linux-64 9.5.0 h99780fb_19 conda-forge
gxx_linux-64 9.5.0 h43f449f_11 conda-forge
h5py 3.7.0 nompi_py38h7927eab_102 conda-forge
harfbuzz 5.3.0 h418a68e_0 conda-forge
hdbscan 0.8.29 py38h26c90d9_1 conda-forge
hdf4 4.2.15 h9772cbc_5 conda-forge
hdf5 1.12.2 nompi_h2386368_100 conda-forge
heapdict 1.0.1 py_0 conda-forge
holoviews 1.14.6 pyhd8ed1ab_0 conda-forge
html5lib 1.1 pyh9f0ad1d_0 conda-forge
httpretty 1.1.4 pyhd8ed1ab_0 conda-forge
huggingface_hub 0.10.1 pyhd8ed1ab_0 conda-forge
hypothesis 6.56.4 pyha770c72_0 conda-forge
icu 70.1 h27087fc_0 conda-forge
identify 2.5.8 pyhd8ed1ab_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
imagecodecs 2022.9.26 py38h839e5d1_3 conda-forge
imageio 2.22.0 pyhfa7a67d_0 conda-forge
imagesize 1.4.1 pyhd8ed1ab_0 conda-forge
importlib-metadata 5.0.0 pyha770c72_1 conda-forge
importlib_metadata 5.0.0 hd8ed1ab_1 conda-forge
importlib_resources 3.3.1 pyhd8ed1ab_1 conda-forge
iniconfig 1.1.1 pyh9f0ad1d_0 conda-forge
ipykernel 6.17.0 pyh210e3f2_0 conda-forge
ipython 7.31.1 py38h578d9bd_0 conda-forge
ipython_genutils 0.2.0 py_1 conda-forge
ipywidgets 8.0.2 pyhd8ed1ab_1 conda-forge
isort 5.10.1 pyhd8ed1ab_0 conda-forge
itsdangerous 2.1.2 pyhd8ed1ab_0 conda-forge
jaraco.classes 3.2.3 pyhd8ed1ab_0 conda-forge
jedi 0.18.1 pyhd8ed1ab_2 conda-forge
jeepney 0.8.0 pyhd8ed1ab_0 conda-forge
jinja2 3.1.2 pyhd8ed1ab_1 conda-forge
jmespath 1.0.1 pyhd8ed1ab_0 conda-forge
joblib 1.2.0 pyhd8ed1ab_0 conda-forge
jpeg 9e h166bdaf_2 conda-forge
jschema-to-python 1.2.3 pyhd8ed1ab_0 conda-forge
json-c 0.16 hc379101_0 conda-forge
json5 0.9.5 pyh9f0ad1d_0 conda-forge
jsondiff 2.0.0 pyhd8ed1ab_0 conda-forge
jsonpatch 1.32 pyhd8ed1ab_0 conda-forge
jsonpickle 2.2.0 pyhd8ed1ab_0 conda-forge
jsonpointer 2.0 py_0 conda-forge
jsonschema 3.2.0 pyhd8ed1ab_3 conda-forge
junit-xml 1.9 pyh9f0ad1d_0 conda-forge
jupyter-cache 0.5.0 pyhd8ed1ab_0 conda-forge
jupyter-packaging 0.7.12 pyhd8ed1ab_0 conda-forge
jupyter-server-proxy 3.2.2 pyhd8ed1ab_0 conda-forge
jupyter_client 7.3.4 pyhd8ed1ab_0 conda-forge
jupyter_core 4.11.2 py38h578d9bd_0 conda-forge
jupyter_server 1.23.0 pyhd8ed1ab_0 conda-forge
jupyter_sphinx 0.4.0 py38h578d9bd_1 conda-forge
jupyterlab 3.5.0 pyhd8ed1ab_0 conda-forge
jupyterlab-favorites 3.0.0 pyhd8ed1ab_0 conda-forge
jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge
jupyterlab_server 2.16.2 pyhd8ed1ab_0 conda-forge
jupyterlab_widgets 3.0.3 pyhd8ed1ab_0 conda-forge
jxrlib 1.1 h7f98852_2 conda-forge
kealib 1.4.15 ha7026e8_1 conda-forge
kernel-headers_linux-64 3.10.0 h4a8ded7_13 conda-forge
keyring 23.11.0 py38h578d9bd_0 conda-forge
keyutils 1.6.1 h166bdaf_0 conda-forge
kiwisolver 1.4.4 py38h43d8883_1 conda-forge
krb5 1.19.3 h3790be6_0 conda-forge
lapack 3.9.0 netlib conda-forge
lazy-object-proxy 1.8.0 py38h0a891b7_0 conda-forge
lcms2 2.14 h6ed2654_0 conda-forge
ld_impl_linux-64 2.39 hc81fddc_0 conda-forge
lerc 4.0.0 h27087fc_0 conda-forge
libaec 1.0.6 h9c3ff4c_0 conda-forge
libarchive 3.6.1 hc6fc967_0 conda-forge
libavif 0.11.1 h5cdd6b5_0 conda-forge
libblas 3.9.0 16_linux64_openblas conda-forge
libbrotlicommon 1.0.9 h166bdaf_8 conda-forge
libbrotlidec 1.0.9 h166bdaf_8 conda-forge
libbrotlienc 1.0.9 h166bdaf_8 conda-forge
libcblas 3.9.0 16_linux64_openblas conda-forge
libclang-cpp11.1 11.1.0 default_ha53f305_1 conda-forge
libcrc32c 1.1.2 h9c3ff4c_0 conda-forge
libcudf 23.02.00a221130 cuda11_g5f83a84916_111 rapidsai-nightly
libcumlprims 23.02.00a221129 cuda11_gad3dcef_4 rapidsai-nightly
libcurl 7.86.0 h7bff187_1 conda-forge
libcusolver 11.4.1.48 0 nvidia
libcusparse 11.7.5.86 0 nvidia
libcypher-parser 0.6.2 1 rapidsai
libdap4 3.20.6 hd7c4107_2 conda-forge
libdeflate 1.14 h166bdaf_0 conda-forge
libedit 3.1.20191231 he28a2e2_2 conda-forge
libev 4.33 h516909a_1 conda-forge
libevent 2.1.10 h9b69904_4 conda-forge
libfaiss 1.7.0 cuda112h5bea7ad_8_cuda conda-forge
libffi 3.4.2 h7f98852_5 conda-forge
libgcc-devel_linux-64 9.5.0 h0a57e50_19 conda-forge
libgcc-ng 12.2.0 h65d4601_19 conda-forge
libgcrypt 1.10.1 h166bdaf_0 conda-forge
libgd 2.3.3 h18fbbfe_3 conda-forge
libgdal 3.5.2 hc23bfc3_3 conda-forge
libgfortran-ng 12.2.0 h69a702a_19 conda-forge
libgfortran5 12.2.0 h337968e_19 conda-forge
libglib 2.74.1 h606061b_1 conda-forge
libgomp 12.2.0 h65d4601_19 conda-forge
libgoogle-cloud 1.40.2 habd0e3a_0 conda-forge
libgpg-error 1.45 hc0c96e0_0 conda-forge
libgsasl 1.10.0 h5b4c23d_0 conda-forge
libhiredis 1.0.2 h2cc385e_0 conda-forge
libiconv 1.17 h166bdaf_0 conda-forge
libkml 1.3.0 h238a007_1014 conda-forge
liblapack 3.9.0 16_linux64_openblas conda-forge
liblief 0.12.3 h27087fc_0 conda-forge
libllvm11 11.1.0 he0ac6c6_5 conda-forge
libnetcdf 4.8.1 nompi_h261ec11_106 conda-forge
libnghttp2 1.47.0 hdcd2b5c_1 conda-forge
libnsl 2.0.0 h7f98852_0 conda-forge
libntlm 1.4 h7f98852_1002 conda-forge
libopenblas 0.3.21 pthreads_h78a6416_3 conda-forge
libpng 1.6.38 h753d276_0 conda-forge
libpq 14.5 hd77ab85_1 conda-forge
libprotobuf 3.20.1 h6239696_4 conda-forge
libraft-distance 23.02.00a221130 cuda11_g0d76264_35 rapidsai-nightly
libraft-headers 23.02.00a221130 cuda11_g0d76264_35 rapidsai-nightly
libraft-nn 23.02.00a221130 cuda11_g0d76264_35 rapidsai-nightly
librdkafka 1.7.0 hc49e61c_1 conda-forge
librmm 23.02.00a221117 cuda11_gd132e523_8 rapidsai-nightly
librsvg 2.54.4 h7abd40a_0 conda-forge
librttopo 1.1.0 hf730bdb_11 conda-forge
libsanitizer 9.5.0 h2f262e1_19 conda-forge
libsodium 1.0.18 h36c2ea0_1 conda-forge
libspatialindex 1.9.3 h9c3ff4c_4 conda-forge
libspatialite 5.0.1 hd36657c_19 conda-forge
libsqlite 3.39.4 h753d276_0 conda-forge
libssh2 1.10.0 haa6b8db_3 conda-forge
libstdcxx-devel_linux-64 9.5.0 h0a57e50_19 conda-forge
libstdcxx-ng 12.2.0 h46fd767_19 conda-forge
libthrift 0.16.0 h491838f_2 conda-forge
libtiff 4.4.0 h55922b4_4 conda-forge
libtool 2.4.6 h9c3ff4c_1008 conda-forge
libutf8proc 2.8.0 h166bdaf_0 conda-forge
libuuid 2.32.1 h7f98852_1000 conda-forge
libuv 1.44.2 h166bdaf_0 conda-forge
libwebp 1.2.4 h522a892_0 conda-forge
libwebp-base 1.2.4 h166bdaf_0 conda-forge
libxcb 1.13 h7f98852_1004 conda-forge
libxml2 2.10.3 h7463322_0 conda-forge
libzip 1.9.2 hc869a4a_1 conda-forge
libzlib 1.2.13 h166bdaf_4 conda-forge
libzopfli 1.0.3 h9c3ff4c_0 conda-forge
lightgbm 3.3.3 py38hfa26641_1 conda-forge
livereload 2.6.3 pyh9f0ad1d_0 conda-forge
llvmlite 0.39.1 py38h38d86a4_1 conda-forge
locket 1.0.0 pyhd8ed1ab_0 conda-forge
lz4 4.0.2 py38h1bf946c_0 conda-forge
lz4-c 1.9.3 h9c3ff4c_1 conda-forge
lzo 2.10 h516909a_1000 conda-forge
m4 1.4.18 h516909a_1001 conda-forge
make 4.3 hd18ef5c_1 conda-forge
makefun 1.15.0 pyhd8ed1ab_0 conda-forge
mapclassify 2.4.3 pyhd8ed1ab_0 conda-forge
markdown 3.4.1 pyhd8ed1ab_0 conda-forge
markdown-it-py 2.1.0 pyhd8ed1ab_0 conda-forge
markupsafe 2.1.1 py38h0a891b7_2 conda-forge
matplotlib-base 3.6.2 py38hb021067_0 conda-forge
matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge
mccabe 0.6.1 py_1 conda-forge
mdit-py-plugins 0.3.1 pyhd8ed1ab_0 conda-forge
mdurl 0.1.0 pyhd8ed1ab_0 conda-forge
mimesis 6.1.1 pyhd8ed1ab_0 conda-forge
mistune 2.0.4 pyhd8ed1ab_0 conda-forge
mock 4.0.3 pyhd8ed1ab_4 conda-forge
more-itertools 9.0.0 pyhd8ed1ab_0 conda-forge
moto 4.0.9 pyhd8ed1ab_0 conda-forge
mpc 1.2.1 h9f54685_0 conda-forge
mpfr 4.1.0 h9202a9a_1 conda-forge
msgpack-python 1.0.4 py38h43d8883_1 conda-forge
multidict 6.0.2 py38h0a891b7_2 conda-forge
multipledispatch 0.6.0 py_0 conda-forge
munch 2.5.0 py_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
mypy 0.971 py38h0a891b7_0 conda-forge
mypy_extensions 0.4.3 py38h578d9bd_6 conda-forge
myst-nb 0.17.1 pyhd8ed1ab_0 conda-forge
myst-parser 0.18.1 pyhd8ed1ab_0 conda-forge
nbclassic 0.4.8 pyhd8ed1ab_0 conda-forge
nbclient 0.5.13 pyhd8ed1ab_0 conda-forge
nbconvert 7.2.3 pyhd8ed1ab_0 conda-forge
nbconvert-core 7.2.3 pyhd8ed1ab_0 conda-forge
nbconvert-pandoc 7.2.3 pyhd8ed1ab_0 conda-forge
nbformat 5.7.0 pyhd8ed1ab_0 conda-forge
nbsphinx 0.8.9 pyhd8ed1ab_0 conda-forge
nccl 2.14.3.1 h0800d71_0 conda-forge
ncurses 6.3 h27087fc_1 conda-forge
nest-asyncio 1.5.6 pyhd8ed1ab_0 conda-forge
networkx 2.6.3 pyhd8ed1ab_1 conda-forge
ninja 1.11.0 h924138e_0 conda-forge
nltk 3.7 pyhd8ed1ab_0 conda-forge
nodeenv 1.7.0 pyhd8ed1ab_0 conda-forge
nodejs 18.11.0 h96d913c_0 conda-forge
notebook 6.5.2 pyha770c72_1 conda-forge
notebook-shim 0.2.2 pyhd8ed1ab_0 conda-forge
nspr 4.32 h9c3ff4c_1 conda-forge
nss 3.78 h2350873_0 conda-forge
numba 0.56.3 py38h9a4aae9_0 conda-forge
numpy 1.23.4 py38h7042d01_1 conda-forge
numpydoc 1.5.0 pyhd8ed1ab_0 conda-forge
nvtx 0.2.3 py38h0a891b7_2 conda-forge
oauthlib 3.2.2 pyhd8ed1ab_0 conda-forge
openapi-schema-validator 0.2.3 pyhd8ed1ab_0 conda-forge
openapi-spec-validator 0.4.0 pyhd8ed1ab_1 conda-forge
openblas 0.3.21 pthreads_h320a7e8_3 conda-forge
openjpeg 2.5.0 h7d73246_1 conda-forge
openslide 3.4.1 h71beb9a_5 conda-forge
openssl 1.1.1s h166bdaf_0 conda-forge
orc 1.7.5 h6c59b99_0 conda-forge
packaging 21.3 pyhd8ed1ab_0 conda-forge
pandas 1.5.1 py38h8f669ce_1 conda-forge
pandoc 1.19.2 0 conda-forge
pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge
panel 0.12.7 pyhd8ed1ab_0 conda-forge
pango 1.50.11 h382ae3d_0 conda-forge
param 1.12.2 pyh6c4a22f_0 conda-forge
paramiko 2.12.0 pyhd8ed1ab_0 conda-forge
parquet-cpp 1.5.1 2 conda-forge
parso 0.8.3 pyhd8ed1ab_0 conda-forge
partd 1.3.0 pyhd8ed1ab_0 conda-forge
patch 2.7.6 h7f98852_1002 conda-forge
patchelf 0.17.0 h58526e2_0 conda-forge
pathspec 0.10.1 pyhd8ed1ab_0 conda-forge
patsy 0.5.3 pyhd8ed1ab_0 conda-forge
pbr 5.11.0 pyhd8ed1ab_0 conda-forge
pcre 8.45 h9c3ff4c_0 conda-forge
pcre2 10.40 hc3806b6_0 conda-forge
perl 5.32.1 2_h7f98852_perl5 conda-forge
pexpect 4.8.0 pyh1a96a4e_2 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 9.2.0 py38h9eb91d8_3 conda-forge
pip 22.3.1 pyhd8ed1ab_0 conda-forge
pixman 0.40.0 h36c2ea0_0 conda-forge
pkg-config 0.29.2 h36c2ea0_1008 conda-forge
pkginfo 1.8.3 pyhd8ed1ab_0 conda-forge
platformdirs 2.5.2 pyhd8ed1ab_1 conda-forge
pluggy 1.0.0 pyhd8ed1ab_5 conda-forge
poppler 22.04.0 h8b295ee_2 conda-forge
poppler-data 0.4.11 hd8ed1ab_0 conda-forge
postgresql 14.5 hdeef612_1 conda-forge
pre-commit 2.20.0 py38h578d9bd_1 conda-forge
proj 9.0.1 h93bde94_1 conda-forge
prometheus_client 0.15.0 pyhd8ed1ab_0 conda-forge
prompt-toolkit 3.0.32 pyha770c72_0 conda-forge
protobuf 3.20.1 py38hfa26641_0 conda-forge
psutil 5.9.4 py38h0a891b7_0 conda-forge
pthread-stubs 0.4 h36c2ea0_1001 conda-forge
ptxcompiler 0.7.0 py38h7525318_2 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
py-cpuinfo 9.0.0 pyhd8ed1ab_0 conda-forge
py-lief 0.12.3 py38hfa26641_0 conda-forge
pyarrow 9.0.0 py38he3cd574_1_cpu conda-forge
pyasn1 0.4.8 py_0 conda-forge
pyasn1-modules 0.2.7 py_0 conda-forge
pycodestyle 2.6.0 pyh9f0ad1d_0 conda-forge
pycosat 0.6.4 py38h0a891b7_1 conda-forge
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pyct 0.4.6 py_0 conda-forge
pyct-core 0.4.6 py_0 conda-forge
pydata-sphinx-theme 0.11.0 pyhd8ed1ab_1 conda-forge
pydeck 0.5.0 pyh9f0ad1d_0 conda-forge
pydocstyle 6.1.1 pyhd8ed1ab_0 conda-forge
pyee 8.1.0 pyhd8ed1ab_0 conda-forge
pyflakes 2.2.0 pyh9f0ad1d_0 conda-forge
pygments 2.13.0 pyhd8ed1ab_0 conda-forge
pyjwt 2.6.0 pyhd8ed1ab_0 conda-forge
pylibraft 23.02.00a221130 cuda11_py38_g0d76264_35 rapidsai-nightly
pylint 2.15.6 pyhd8ed1ab_0 conda-forge
pynacl 1.5.0 py38h0a891b7_2 conda-forge
pynndescent 0.5.8 pyh1a96a4e_0 conda-forge
pynvml 11.4.1 pyhd8ed1ab_0 conda-forge
pyopenssl 22.1.0 pyhd8ed1ab_0 conda-forge
pyorc 0.7.0 py38hd2b0b8b_0 conda-forge
pyparsing 3.0.9 pyhd8ed1ab_0 conda-forge
pyppeteer 1.0.2 pyhd8ed1ab_0 conda-forge
pyproj 3.4.0 py38he1635e7_0 conda-forge
pyrsistent 0.19.2 py38h0a891b7_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytest 7.2.0 pyhd8ed1ab_2 conda-forge
pytest-asyncio 0.12.0 py38h32f6830_2 conda-forge
pytest-benchmark 4.0.0 pyhd8ed1ab_0 conda-forge
pytest-cases 3.6.13 pyhd8ed1ab_0 conda-forge
pytest-cov 4.0.0 pyhd8ed1ab_0 conda-forge
pytest-timeout 2.1.0 pyhd8ed1ab_0 conda-forge
pytest-xdist 3.0.2 pyhd8ed1ab_0 conda-forge
python 3.8.13 h582c2e5_0_cpython conda-forge
python-confluent-kafka 1.7.0 py38h497a2fe_2 conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-fastjsonschema 2.16.2 pyhd8ed1ab_0 conda-forge
python-jose 3.3.0 pyh6c4a22f_1 conda-forge
python-libarchive-c 4.0 py38h578d9bd_2 conda-forge
python-louvain 0.15 pyhd8ed1ab_1 conda-forge
python-snappy 0.6.0 py38h1ddbb56_2 conda-forge
python_abi 3.8 2_cp38 conda-forge
pytz 2022.6 pyhd8ed1ab_0 conda-forge
pyu2f 0.1.5 pyhd8ed1ab_0 conda-forge
pyviz_comms 2.2.1 pyhd8ed1ab_1 conda-forge
pywavelets 1.3.0 py38h26c90d9_2 conda-forge
pywin32-on-windows 0.1.0 pyh1179c8e_3 conda-forge
pyyaml 6.0 py38h0a891b7_5 conda-forge
pyzmq 24.0.1 py38hfc09fa9_1 conda-forge
raft-dask 23.02.00a221130 cuda11_py38_g0d76264_35 rapidsai-nightly
rapidjson 1.1.0 he1b5a44_1002 conda-forge
rapids-build-env 23.02.00a221129 cuda11_py38_g284f34a_22 rapidsai-nightly
rapids-doc-env 23.02.00a221130 py38_g9feda8d_25 rapidsai-nightly
rapids-notebook-env 23.02.00a221130 cuda11_py38_g9feda8d_25 rapidsai-nightly
re2 2022.06.01 h27087fc_0 conda-forge
readline 8.1.2 h0f457ee_0 conda-forge
readme_renderer 37.3 pyhd8ed1ab_0 conda-forge
recommonmark 0.7.1 pyhd8ed1ab_0 conda-forge
regex 2022.10.31 py38h0a891b7_0 conda-forge
requests 2.28.1 pyhd8ed1ab_1 conda-forge
requests-oauthlib 1.3.1 pyhd8ed1ab_0 conda-forge
requests-toolbelt 0.10.1 pyhd8ed1ab_0 conda-forge
responses 0.21.0 pyhd8ed1ab_0 conda-forge
rfc3986 2.0.0 pyhd8ed1ab_0 conda-forge
rhash 1.4.3 h166bdaf_0 conda-forge
rich 12.6.0 pyhd8ed1ab_0 conda-forge
ripgrep 13.0.0 h2f28480_2 conda-forge
rmm 23.02.00a221117 cuda11_py38_gd132e523_8 rapidsai-nightly
rsa 4.9 pyhd8ed1ab_0 conda-forge
rtree 1.0.1 py38h02d302b_1 conda-forge
ruamel_yaml 0.15.80 py38h0a891b7_1008 conda-forge
s2n 1.0.10 h9b69904_0 conda-forge
s3fs 2022.10.0 pyhd8ed1ab_0 conda-forge
s3transfer 0.6.0 pyhd8ed1ab_0 conda-forge
sacremoses 0.0.53 pyhd8ed1ab_0 conda-forge
sarif-om 1.0.4 pyhd8ed1ab_0 conda-forge
scikit-build 0.13.1 pyhca92ed8_0 conda-forge
scikit-image 0.19.3 py38h8f669ce_2 conda-forge
scikit-learn 0.24.2 py38hacb3eff_1 conda-forge
scipy 1.6.0 py38hb2138dd_0 conda-forge
seaborn 0.12.1 hd8ed1ab_0 conda-forge
seaborn-base 0.12.1 pyhd8ed1ab_0 conda-forge
secretstorage 3.3.3 py38h578d9bd_1 conda-forge
send2trash 1.8.0 pyhd8ed1ab_0 conda-forge
setuptools 60.10.0 py38h578d9bd_0 conda-forge
shapely 1.8.5 py38hc9bb657_1 conda-forge
shellcheck 0.8.0 ha770c72_0 conda-forge
simpervisor 0.4 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
snappy 1.1.9 hbd366e4_2 conda-forge
sniffio 1.3.0 pyhd8ed1ab_0 conda-forge
snowballstemmer 2.2.0 pyhd8ed1ab_0 conda-forge
sortedcontainers 2.4.0 pyhd8ed1ab_0 conda-forge
soupsieve 2.3.2.post1 pyhd8ed1ab_0 conda-forge
sparse 0.13.0 pypi_0 pypi
spdlog 1.8.5 h4bd325d_1 conda-forge
sphinx 5.3.0 pyhd8ed1ab_0 conda-forge
sphinx-autobuild 2021.3.14 pyhd8ed1ab_0 conda-forge
sphinx-click 4.3.0 pyhd8ed1ab_0 conda-forge
sphinx-copybutton 0.5.0 pyhd8ed1ab_0 conda-forge
sphinx-markdown-tables 0.0.17 pyh6c4a22f_0 conda-forge
sphinx_rtd_theme 0.5.2 pyhd8ed1ab_0 conda-forge
sphinxcontrib-applehelp 1.0.2 py_0 conda-forge
sphinxcontrib-devhelp 1.0.2 py_0 conda-forge
sphinxcontrib-htmlhelp 2.0.0 pyhd8ed1ab_0 conda-forge
sphinxcontrib-jsmath 1.0.1 py_0 conda-forge
sphinxcontrib-qthelp 1.0.3 py_0 conda-forge
sphinxcontrib-serializinghtml 1.1.5 pyhd8ed1ab_2 conda-forge
sphinxcontrib-websupport 1.2.4 pyhd8ed1ab_1 conda-forge
sqlalchemy 1.4.43 py38h0a891b7_0 conda-forge
sqlite 3.39.4 h4ff8645_0 conda-forge
sshpubkeys 3.3.1 pyhd8ed1ab_0 conda-forge
statsmodels 0.13.5 py38h26c90d9_2 conda-forge
streamz 0.6.4 pyh6c4a22f_0 conda-forge
sysroot_linux-64 2.17 h4a8ded7_13 conda-forge
tabulate 0.9.0 pyhd8ed1ab_1 conda-forge
tbb 2021.6.0 h924138e_1 conda-forge
tblib 1.7.0 pyhd8ed1ab_0 conda-forge
terminado 0.17.0 pyh41d4057_0 conda-forge
threadpoolctl 3.1.0 pyh8a188c0_0 conda-forge
tifffile 2022.10.10 pyhd8ed1ab_0 conda-forge
tiledb 2.11.3 h1e4a385_1 conda-forge
tinycss2 1.2.1 pyhd8ed1ab_0 conda-forge
tk 8.6.12 h27826a3_0 conda-forge
tokenizers 0.10.3 py38hb63a372_1 conda-forge
toml 0.10.2 pyhd8ed1ab_0 conda-forge
tomli 2.0.1 pyhd8ed1ab_0 conda-forge
tomlkit 0.11.6 pyha770c72_0 conda-forge
toolz 0.12.0 pyhd8ed1ab_0 conda-forge
tornado 6.1 py38h0a891b7_3 conda-forge
tqdm 4.64.1 pyhd8ed1ab_0 conda-forge
traitlets 5.5.0 pyhd8ed1ab_0 conda-forge
transformers 4.6.1 pyhd8ed1ab_0 conda-forge
treelite 3.0.0 py38h8e2129e_1 conda-forge
treelite-runtime 3.0.0 pypi_0 pypi
twine 4.0.1 pyhd8ed1ab_1 conda-forge
typed-ast 1.5.4 py38h0a891b7_1 conda-forge
types-cachetools 5.2.1 pyhd8ed1ab_0 conda-forge
typing 3.10.0.0 pyhd8ed1ab_0 conda-forge
typing-extensions 4.4.0 hd8ed1ab_0 conda-forge
typing_extensions 4.4.0 pyha770c72_0 conda-forge
tzcode 2022f h166bdaf_0 conda-forge
tzdata 2022f h191b570_0 conda-forge
ucx 1.13.1 h538f049_0 conda-forge
ucx-proc 1.0.0 gpu rapidsai
ucx-py 0.30.00a221115 py38_gb080671_0 rapidsai-nightly
ukkonen 1.0.1 py38h43d8883_3 conda-forge
umap-learn 0.5.3 py38h578d9bd_0 conda-forge
unicodedata2 15.0.0 py38h0a891b7_0 conda-forge
urllib3 1.26.11 pyhd8ed1ab_0 conda-forge
versioneer 0.28 pyhd8ed1ab_0 conda-forge
virtualenv 20.16.5 py38h578d9bd_1 conda-forge
wcwidth 0.2.5 pyh9f0ad1d_2 conda-forge
webencodings 0.5.1 py_1 conda-forge
websocket-client 1.4.2 pyhd8ed1ab_0 conda-forge
websockets 10.4 py38h0a891b7_1 conda-forge
werkzeug 2.1.2 pyhd8ed1ab_1 conda-forge
wheel 0.38.3 pyhd8ed1ab_0 conda-forge
widgetsnbextension 4.0.3 pyhd8ed1ab_0 conda-forge
wrapt 1.14.1 py38h0a891b7_1 conda-forge
xarray 2022.11.0 pyhd8ed1ab_0 conda-forge
xerces-c 3.2.4 h55805fa_1 conda-forge
xmltodict 0.13.0 pyhd8ed1ab_0 conda-forge
xorg-kbproto 1.0.7 h7f98852_1002 conda-forge
xorg-libice 1.0.10 h7f98852_0 conda-forge
xorg-libsm 1.2.3 hd9c2040_1000 conda-forge
xorg-libx11 1.7.2 h7f98852_0 conda-forge
xorg-libxau 1.0.9 h7f98852_0 conda-forge
xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge
xorg-libxext 1.3.4 h7f98852_1 conda-forge
xorg-libxrender 0.9.10 h7f98852_1003 conda-forge
xorg-renderproto 0.11.1 h7f98852_1002 conda-forge
xorg-xextproto 7.3.0 h7f98852_1002 conda-forge
xorg-xproto 7.0.31 h7f98852_1007 conda-forge
xyzservices 2022.9.0 pyhd8ed1ab_0 conda-forge
xz 5.2.6 h166bdaf_0 conda-forge
yaml 0.2.5 h7f98852_2 conda-forge
yarl 1.8.1 py38h0a891b7_0 conda-forge
zeromq 4.3.4 h9c3ff4c_1 conda-forge
zfp 1.0.0 h27087fc_3 conda-forge
zict 2.2.0 pyhd8ed1ab_0 conda-forge
zipp 3.10.0 pyhd8ed1ab_0 conda-forge
zlib 1.2.13 h166bdaf_4 conda-forge
zlib-ng 2.0.6 h166bdaf_0 conda-forge
zstd 1.5.2 h6239696_4 conda-forge
Contributor guide
Assessment
This issue has not been assessed yet.