[BUG] cudf and cudf.pandas casts empty rows from csv files into the bool type differs from Pandas #20746
Description
Describe the bug
cudf and cudf.pandas casting empty rows reading from csv files into the bool type is inconsistent with Pandas.
Steps/Code to reproduce bug
import pandas as pd
import cudf
t1 = pd.read_csv("t1.csv")
cudf_t1 = cudf.read_csv("t1.csv")
print("Pandas:")
result = t1['c0'].astype(bool)
print(result)
print("CuDF:")
result = cudf_t1['c0'].astype(bool)
print(result)t1.csv:
c0,c1
1,bb
0,aa
,ccPandas:
0 True
1 False
2 True
Name: c0, dtype: bool
CuDF:
0 True
1 False
2 <NA>
Name: c0, dtype: boolimport cudf.pandas
cudf.pandas.install()
import pandas as pd
t1 = pd.read_csv("t1.csv")
print("CuDF pandas:")
result = t1['c0'].astype(bool)
print(result)CuDF pandas:
0 True
1 False
2 <NA>
Name: c0, dtype: boolExpected behavior
It normally casts empty rows reading from csv files into the bool type just like Pandas does.
Environment overview (please complete the following information)
- Environment location: Bare-metal
- Method of cuDF install: conda
Environment details
Click here to see environment details
***OS Information***
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=24.04
DISTRIB_CODENAME=noble
DISTRIB_DESCRIPTION="Ubuntu 24.04 LTS"
PRETTY_NAME="Ubuntu 24.04 LTS"
NAME="Ubuntu"
VERSION_ID="24.04"
VERSION="24.04 LTS (Noble Numbat)"
VERSION_CODENAME=noble
ID=ubuntu
ID_LIKE=debian
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"
UBUNTU_CODENAME=noble
LOGO=ubuntu-logo
Linux rog 6.14.0-35-generic #35~24.04.1-Ubuntu SMP PREEMPT_DYNAMIC Tue Oct 14 13:55:17 UTC 2 x86_64 x86_64 x86_64 GNU/Linux
***GPU Information***
Tue Nov 25 15:24:46 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 580.95.05 Driver Version: 580.95.05 CUDA Version: 13.0 |
+-----------------------------------------+------------------------+----------------------+
| 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 RTX 4090 Off | 00000000:01:00.0 Off | Off |
| 37% 32C P8 39W / 450W | 517MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| 0 N/A N/A 1564 G /usr/lib/xorg/Xorg 4MiB |
| 0 N/A N/A 19651 C+G ...c/gnome-remote-desktop-daemon 392MiB |
+-----------------------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Address sizes: 39 bits physical, 48 bits virtual
Byte Order: Little Endian
CPU(s): 16
On-line CPU(s) list: 0-15
Vendor ID: GenuineIntel
Model name: 11th Gen Intel(R) Core(TM) i7-11700 @ 2.50GHz
CPU family: 6
Model: 167
Thread(s) per core: 2
Core(s) per socket: 8
Socket(s): 1
Stepping: 1
CPU(s) scaling MHz: 52%
CPU max MHz: 4900.0000
CPU min MHz: 800.0000
BogoMIPS: 4992.00
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 tsc_known_freq pni pclmulqdq dtes64 monitor ds_cpl smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb ssbd ibrs ibpb stibp ibrs_enhanced fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid mpx avx512f avx512dq rdseed adx smap avx512ifma clflushopt intel_pt avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves dtherm ida arat pln pts hwp hwp_notify hwp_act_window hwp_epp hwp_pkg_req avx512vbmi umip pku ospke avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg avx512_vpopcntdq rdpid fsrm md_clear flush_l1d arch_capabilities
L1d cache: 384 KiB (8 instances)
L1i cache: 256 KiB (8 instances)
L2 cache: 4 MiB (8 instances)
L3 cache: 16 MiB (1 instance)
NUMA node(s): 1
NUMA node0 CPU(s): 0-15
Vulnerability Gather data sampling: Vulnerable
Vulnerability Ghostwrite: Not affected
Vulnerability Indirect target selection: Mitigation; Aligned branch/return thunks
Vulnerability Itlb multihit: Not affected
Vulnerability L1tf: Not affected
Vulnerability Mds: Not affected
Vulnerability Meltdown: Not affected
Vulnerability Mmio stale data: Mitigation; Clear CPU buffers; SMT vulnerable
Vulnerability Reg file data sampling: Not affected
Vulnerability Retbleed: Mitigation; Enhanced IBRS
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl
Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2: Mitigation; Enhanced / Automatic IBRS; IBPB conditional; PBRSB-eIBRS SW sequence; BHI SW loop, KVM SW loop
Vulnerability Srbds: Not affected
Vulnerability Tsa: Not affected
Vulnerability Tsx async abort: Not affected
Vulnerability Vmscape: Not affected
***CMake***
/usr/bin/cmake
cmake version 3.28.3
CMake suite maintained and supported by Kitware (kitware.com/cmake).
***g++***
/usr/bin/g++
g++ (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0
Copyright (C) 2023 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/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Fri_Jan__6_16:45:21_PST_2023
Cuda compilation tools, release 12.0, V12.0.140
Build cuda_12.0.r12.0/compiler.32267302_0
***Python***
/xxx/bin/python
Python 3.10.19
***Environment Variables***
PATH : /xxx/anaconda3/envs/xx/bin:/xxx/anaconda3/condabin:/xxx/anaconda3/bin:/xxx/.vscode-server/cli/servers/Stable-ac4cbdf48759c7d8c3eb91ffe6bb04316e263c57/server/bin/remote-cli:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin:/path/to/driver:/xxx/.vscode-server/extensions/ms-python.debugpy-2025.16.0-linux-x64/bundled/scripts/noConfigScripts
LD_LIBRARY_PATH :
NUMBAPRO_NVVM :
NUMBAPRO_LIBDEVICE :
CONDA_PREFIX : /xxx/anaconda3/envs/xx
PYTHON_PATH :
***conda packages***
/xxx/anaconda3/condabin/conda
# packages in environment at /xxx/anaconda3/envs/xx:
#
# Name Version Build Channel
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_openmp_mutex 5.1 1_gnu
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bzip2 1.0.8 h5eee18b_6
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cuda-bindings 12.9.4 pypi_0 pypi
cuda-core 0.3.2 pypi_0 pypi
cuda-pathfinder 1.3.2 pypi_0 pypi
cuda-python 12.9.4 pypi_0 pypi
cuda-toolkit 12.9.1 pypi_0 pypi
cudf-cu12 25.10.0 pypi_0 pypi
cugraph-cu12 25.10.1 pypi_0 pypi
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