Closed galipremsagar closed 2 months ago
galipremsagar
commented
10 months ago @bdice I found the PR that was responsible for resolving this issue in the arrow project: https://github.com/apache/arrow/pull/35997
Would you be able to take a look at this in libcudf?
bdice
commented
9 months ago I'm hoping to work on this in 24.02 but not sure if I'll have time in this release. It's on my list of tasks.
pmattione-nvidia
commented
7 months ago I'm working on a set of changes to try to address this.
pmattione-nvidia
commented
3 months ago Update: This work has been broken into many separate PRs, 4 of which have been merged so far:
Explicit conversion PR Benchmarking PR Powers-of-10 PR Utilities PR
The primary PR will be submitted very soon. I'm putting some finishing touches on it based off of conversations with @ttnghia on handling some of the edge cases.
pmattione-nvidia
commented
2 months ago There will always be discrepancies between cuDF and pyarrow, because cuDF has chosen to truncate its results, whereas pyarrow has chosen to round them.
pmattione-nvidia
commented
2 months ago The new decimal <--> floating conversion PR has been merged.
galipremsagar
commented
2 months ago Thanks @pmattione-nvidia ! Closing this issue, was able to verify that the issue is fixed.
Describe the bug When there is a type-cast from
float32toDecimal64Dtype, the decimal values yield incorrect results. This issue was surfaced when testingarrow-13.arrow-12has the same bug and it was fixed inarrow-13, we have similar issue in our libcudf too.Steps/Code to reproduce bug
Expected behavior
Environment overview (please complete the following information)
Environment details Please run and paste the output of the
cudf/print_env.shscript here, to gather any other relevant environment detailsClick here to see environment details
**git*** commit 4b2a8e2ccdeff36ff58d28d80c8742a474e1d69a (HEAD -> arrow_13) Author: galipremsagar
Date: Thu Sep 21 23:13:31 2023 -0700
Upgrade to arrow 13
**git submodules***
***OS Information***
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 dt07 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***
Fri Sep 22 03:31:47 2023
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 530.30.02 Driver Version: 530.30.02 CUDA Version: 12.1 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 Tesla T4 On | 00000000:3B:00.0 Off | 0 |
| N/A 46C P0 27W / 70W| 1348MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 1 Tesla T4 On | 00000000:5E:00.0 Off | 0 |
| N/A 34C P8 9W / 70W| 4MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 2 Tesla T4 On | 00000000:AF:00.0 Off | 0 |
| N/A 29C P8 10W / 70W| 4MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 3 Tesla T4 On | 00000000:D8:00.0 Off | 0 |
| N/A 28C P8 10W / 70W| 4MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
+---------------------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Byte Order: Little Endian
CPU(s): 64
On-line CPU(s) list: 0-63
Thread(s) per core: 2
Core(s) per socket: 16
Socket(s): 2
NUMA node(s): 2
Vendor ID: GenuineIntel
CPU family: 6
Model: 85
Model name: Intel(R) Xeon(R) Gold 6130 CPU @ 2.10GHz
Stepping: 4
CPU MHz: 1194.971
BogoMIPS: 4200.00
Virtualization: VT-x
L1d cache: 32K
L1i cache: 32K
L2 cache: 1024K
L3 cache: 22528K
NUMA node0 CPU(s): 0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62
NUMA node1 CPU(s): 1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,61,63
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 art 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 mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts pku ospke md_clear flush_l1d arch_capabilities
***CMake***
/nvme/0/pgali/envs/cudfdev/bin/cmake
cmake version 3.27.6
CMake suite maintained and supported by Kitware (kitware.com/cmake).
***g++***
/nvme/0/pgali/envs/cudfdev/bin/g++
g++ (conda-forge gcc 11.4.0-2) 11.4.0
Copyright (C) 2021 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***
/nvme/0/pgali/envs/cudfdev/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2022 NVIDIA Corporation
Built on Wed_Sep_21_10:33:58_PDT_2022
Cuda compilation tools, release 11.8, V11.8.89
Build cuda_11.8.r11.8/compiler.31833905_0
***Python***
/nvme/0/pgali/envs/cudfdev/bin/python
Python 3.10.12
***Environment Variables***
PATH : /nvme/0/pgali/envs/cudfdev/bin:/nvme/0/pgali/envs/cudfdev/bin:/nvme/0/pgali/anaconda3/bin:/nvme/0/pgali/envs/cudfdev/bin:/nvme/0/pgali/.cargo/bin:/home/nfs/pgali/.vscode-server/bin/abd2f3db4bdb28f9e95536dfa84d8479f1eb312d/bin/remote-cli:/nvme/0/pgali/.cargo/bin:/nvme/0/pgali/anaconda3/bin:/nvme/0/pgali/anaconda3/condabin:/nvme/0/pgali/.cargo/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin:/usr/local/cuda/bin:/usr/local/cuda/bin
LD_LIBRARY_PATH : /usr/local/cuda/lib64:/usr/local/cuda/lib64::/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64
NUMBAPRO_NVVM :
NUMBAPRO_LIBDEVICE :
CONDA_PREFIX : /nvme/0/pgali/envs/cudfdev
PYTHON_PATH :
***conda packages***
/nvme/0/pgali/anaconda3/bin/conda
# packages in environment at /nvme/0/pgali/envs/cudfdev:
#
# Name Version Build Channel
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argon2-cffi 23.1.0 pyhd8ed1ab_0 conda-forge
argon2-cffi-bindings 21.2.0 py310h5764c6d_3 conda-forge
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mkl 2022.1.0 hc2b9512_224
moto 4.2.3 pyhd8ed1ab_0 conda-forge
mpc 1.3.1 hfe3b2da_0 conda-forge
mpfr 4.2.0 hb012696_0 conda-forge
mpmath 1.3.0 pyhd8ed1ab_0 conda-forge
msgpack-python 1.0.5 py310hdf3cbec_0 conda-forge
multidict 6.0.4 py310h1fa729e_0 conda-forge
multiprocess 0.70.15 py310h2372a71_0 conda-forge
myst-nb 0.17.2 pyhd8ed1ab_0 conda-forge
myst-parser 0.18.1 pyhd8ed1ab_0 conda-forge
nbclient 0.7.4 pyhd8ed1ab_0 conda-forge
nbconvert 7.8.0 pyhd8ed1ab_0 conda-forge
nbconvert-core 7.8.0 pyhd8ed1ab_0 conda-forge
nbconvert-pandoc 7.8.0 pyhd8ed1ab_0 conda-forge
nbformat 5.9.2 pyhd8ed1ab_0 conda-forge
nbsphinx 0.9.3 pyhd8ed1ab_0 conda-forge
ncurses 6.4 hcb278e6_0 conda-forge
nest-asyncio 1.5.6 pyhd8ed1ab_0 conda-forge
networkx 3.1 pyhd8ed1ab_0 conda-forge
ninja 1.11.1 h924138e_0 conda-forge
nodeenv 1.8.0 pyhd8ed1ab_0 conda-forge
notebook 7.0.4 pyhd8ed1ab_0 conda-forge
notebook-shim 0.2.3 pyhd8ed1ab_0 conda-forge
numba 0.57.1 py310h0f6aa51_0 conda-forge
numpy 1.24.4 py310ha4c1d20_0 conda-forge
numpydoc 1.5.0 pyhd8ed1ab_0 conda-forge
nvcc_linux-64 11.8 h667003e_22 conda-forge
nvcomp 2.6.1 h0800d71_2 conda-forge
nvtx 0.2.8 py310h2372a71_0 conda-forge
openapi-schema-validator 0.6.1 pyhd8ed1ab_0 conda-forge
openapi-spec-validator 0.6.0 pyhd8ed1ab_0 conda-forge
openjpeg 2.5.0 h488ebb8_3 conda-forge
openssl 3.1.3 hd590300_0 conda-forge
orc 1.9.0 h52d3b3c_2 conda-forge
overrides 7.4.0 pyhd8ed1ab_0 conda-forge
packaging 23.1 pyhd8ed1ab_0 conda-forge
pandas 1.5.3 py310h9b08913_1 conda-forge
pandoc 3.1.3 h32600fe_0 conda-forge
pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge
paramiko 3.3.1 pyhd8ed1ab_0 conda-forge
parso 0.8.3 pyhd8ed1ab_0 conda-forge
partd 1.4.0 pyhd8ed1ab_1 conda-forge
pathable 0.4.3 pyhd8ed1ab_0 conda-forge
pbr 5.11.1 pyhd8ed1ab_0 conda-forge
pexpect 4.8.0 pyh1a96a4e_2 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 10.0.1 py310h29da1c1_1 conda-forge
pip 23.2.1 pyhd8ed1ab_0 conda-forge
pkgutil-resolve-name 1.3.10 pyhd8ed1ab_1 conda-forge
platformdirs 3.10.0 pyhd8ed1ab_0 conda-forge
pluggy 1.3.0 pyhd8ed1ab_0 conda-forge
pre-commit 3.4.0 pyha770c72_1 conda-forge
prometheus_client 0.17.1 pyhd8ed1ab_0 conda-forge
prompt-toolkit 3.0.39 pyha770c72_0 conda-forge
prompt_toolkit 3.0.39 hd8ed1ab_0 conda-forge
protobuf 4.23.4 py310h620c231_2 conda-forge
psutil 5.9.5 py310h2372a71_1 conda-forge
pthread-stubs 0.4 h36c2ea0_1001 conda-forge
ptxcompiler 0.8.1 py310h01a121a_0 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge
py-cpuinfo 9.0.0 pyhd8ed1ab_0 conda-forge
pyarrow 13.0.0 py310hf9e7431_4_cpu conda-forge
pyasn1 0.5.0 pyhd8ed1ab_0 conda-forge
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pydantic 1.10.12 py310h2372a71_1 conda-forge
pydata-sphinx-theme 0.14.1 pyhd8ed1ab_0 conda-forge
pygments 2.16.1 pyhd8ed1ab_0 conda-forge
pynacl 1.5.0 py310h5764c6d_2 conda-forge
pyopenssl 23.2.0 pyhd8ed1ab_1 conda-forge
pyparsing 3.1.1 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytest 7.4.2 pyhd8ed1ab_0 conda-forge
pytest-benchmark 4.0.0 pyhd8ed1ab_0 conda-forge
pytest-cases 3.6.14 pyhd8ed1ab_0 conda-forge
pytest-cov 4.1.0 pyhd8ed1ab_0 conda-forge
pytest-xdist 3.3.1 pyhd8ed1ab_0 conda-forge
python 3.10.12 hd12c33a_0_cpython conda-forge
python-confluent-kafka 1.9.2 py310h5764c6d_2 conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-fastjsonschema 2.18.0 pyhd8ed1ab_0 conda-forge
python-jose 3.3.0 pyh6c4a22f_1 conda-forge
python-json-logger 2.0.7 pyhd8ed1ab_0 conda-forge
python-snappy 0.6.1 py310hcee4d7c_0 conda-forge
python-xxhash 3.3.0 py310h2372a71_0 conda-forge
python_abi 3.10 4_cp310 conda-forge
pytorch 1.11.0 py3.10_cpu_0 pytorch
pytorch-mutex 1.0 cpu pytorch
pytz 2023.3.post1 pyhd8ed1ab_0 conda-forge
pywin32-on-windows 0.1.0 pyh1179c8e_3 conda-forge
pyyaml 6.0.1 py310h2372a71_1 conda-forge
pyzmq 25.1.1 py310h5bbb5d0_0 conda-forge
rdma-core 28.9 h59595ed_1 conda-forge
re2 2023.03.02 h8c504da_0 conda-forge
readline 8.2 h8228510_1 conda-forge
recommonmark 0.7.1 pyhd8ed1ab_0 conda-forge
referencing 0.30.2 pyhd8ed1ab_0 conda-forge
regex 2023.8.8 py310h2372a71_0 conda-forge
requests 2.31.0 pyhd8ed1ab_0 conda-forge
responses 0.23.1 pyhd8ed1ab_0 conda-forge
rfc3339-validator 0.1.4 pyhd8ed1ab_0 conda-forge
rfc3986-validator 0.1.1 pyh9f0ad1d_0 conda-forge
rhash 1.4.4 hd590300_0 conda-forge
rmm 23.10.00a cuda11_py310_230922_gcd76d414_24 rapidsai-nightly
rpds-py 0.10.3 py310hcb5633a_0 conda-forge
rsa 4.9 pyhd8ed1ab_0 conda-forge
s2n 1.3.51 h06160fa_0 conda-forge
s3fs 2023.9.1 pyhd8ed1ab_0 conda-forge
s3transfer 0.6.2 pyhd8ed1ab_0 conda-forge
sacremoses 0.0.53 pyhd8ed1ab_0 conda-forge
sarif-om 1.0.4 pyhd8ed1ab_0 conda-forge
scikit-build 0.17.6 pyh4af843d_0 conda-forge
scipy 1.11.2 py310hb13e2d6_1 conda-forge
sed 4.8 he412f7d_0 conda-forge
send2trash 1.8.2 pyh41d4057_0 conda-forge
setuptools 68.2.2 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
snappy 1.1.10 h9fff704_0 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 2.5 pyhd8ed1ab_1 conda-forge
spdlog 1.11.0 h9b3ece8_1 conda-forge
sphinx 5.3.0 pyhd8ed1ab_0 conda-forge
sphinx-autobuild 2021.3.14 pyhd8ed1ab_0 conda-forge
sphinx-copybutton 0.5.2 pyhd8ed1ab_0 conda-forge
sphinx-markdown-tables 0.0.17 pyh6c4a22f_0 conda-forge
sphinxcontrib-applehelp 1.0.7 pyhd8ed1ab_0 conda-forge
sphinxcontrib-devhelp 1.0.5 pyhd8ed1ab_0 conda-forge
sphinxcontrib-htmlhelp 2.0.4 pyhd8ed1ab_0 conda-forge
sphinxcontrib-jsmath 1.0.1 pyhd8ed1ab_0 conda-forge
sphinxcontrib-qthelp 1.0.6 pyhd8ed1ab_0 conda-forge
sphinxcontrib-serializinghtml 1.1.9 pyhd8ed1ab_0 conda-forge
sphinxcontrib-websupport 1.2.6 pyhd8ed1ab_0 conda-forge
sqlalchemy 2.0.21 py310h2372a71_0 conda-forge
sshpubkeys 3.3.1 pyhd8ed1ab_0 conda-forge
stack_data 0.6.2 pyhd8ed1ab_0 conda-forge
streamz 0.6.4 pyh6c4a22f_0 conda-forge
sympy 1.12 pypyh9d50eac_103 conda-forge
sysroot_linux-64 2.17 h4a8ded7_13 conda-forge
tabulate 0.9.0 pyhd8ed1ab_1 conda-forge
tblib 2.0.0 pyhd8ed1ab_0 conda-forge
terminado 0.17.1 pyh41d4057_0 conda-forge
tinycss2 1.2.1 pyhd8ed1ab_0 conda-forge
tk 8.6.12 h27826a3_0 conda-forge
tokenizers 0.13.1 py310h633acb5_2 conda-forge
toml 0.10.2 pyhd8ed1ab_0 conda-forge
tomli 2.0.1 pyhd8ed1ab_0 conda-forge
toolz 0.12.0 pyhd8ed1ab_0 conda-forge
tornado 6.3.3 py310h2372a71_1 conda-forge
tqdm 4.66.1 pyhd8ed1ab_0 conda-forge
traitlets 5.10.0 pyhd8ed1ab_0 conda-forge
transformers 4.24.0 pyhd8ed1ab_0 conda-forge
types-pyyaml 6.0.12.11 pyhd8ed1ab_0 conda-forge
typing-extensions 4.8.0 hd8ed1ab_0 conda-forge
typing_extensions 4.8.0 pyha770c72_0 conda-forge
typing_utils 0.1.0 pyhd8ed1ab_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
ucx 1.14.1 h64cca9d_5 conda-forge
ukkonen 1.0.1 py310hbf28c38_3 conda-forge
uri-template 1.3.0 pyhd8ed1ab_0 conda-forge
urllib3 1.26.15 pyhd8ed1ab_0 conda-forge
virtualenv 20.24.4 pyhd8ed1ab_0 conda-forge
wcwidth 0.2.6 pyhd8ed1ab_0 conda-forge
webcolors 1.13 pyhd8ed1ab_0 conda-forge
webencodings 0.5.1 pyhd8ed1ab_2 conda-forge
websocket-client 1.6.3 pyhd8ed1ab_0 conda-forge
werkzeug 2.3.7 pyhd8ed1ab_0 conda-forge
wheel 0.41.2 pyhd8ed1ab_0 conda-forge
wrapt 1.15.0 py310h1fa729e_0 conda-forge
xmltodict 0.13.0 pyhd8ed1ab_0 conda-forge
xorg-libxau 1.0.11 hd590300_0 conda-forge
xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge
xxhash 0.8.2 hd590300_0 conda-forge
xyzservices 2023.7.0 pyhd8ed1ab_0 conda-forge
xz 5.2.6 h166bdaf_0 conda-forge
yaml 0.2.5 h7f98852_2 conda-forge
yarl 1.9.2 py310h2372a71_0 conda-forge
zeromq 4.3.4 h9c3ff4c_1 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
zstd 1.5.5 hfc55251_0 conda-forge
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