cudf: [BUG] `cudaErrorInvalidValue` when creating cudf.Series from float16 CuPy Series
Describe the bug Getting an error when creating a Series from float16 CuPy objects, which I believe was not present before https://github.com/rapidsai/cudf/pull/8949
Steps/Code to reproduce bug
>>> a = cp.ones(10, dtype=cp.float16)
>>> b = cudf.Series(a)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/home/galahad/miniconda3/envs/ns0817b/lib/python3.8/site-packages/cudf/core/series.py", line 257, in __init__
data = column.as_column(data, nan_as_null=nan_as_null, dtype=dtype)
File "/home/galahad/miniconda3/envs/ns0817b/lib/python3.8/site-packages/cudf/core/column/column.py", line 1780, in as_column
mask = libcudf.transform.nans_to_nulls(col.fillna(np.nan))
File "/home/galahad/miniconda3/envs/ns0817b/lib/python3.8/site-packages/cudf/core/column/numerical.py", line 397, in fillna
return super(NumericalColumn, col).fillna(fill_value, method)
File "/home/galahad/miniconda3/envs/ns0817b/lib/python3.8/site-packages/cudf/core/column/column.py", line 640, in fillna
return libcudf.replace.replace_nulls(
File "cudf/_lib/replace.pyx", line 140, in cudf._lib.replace.replace_nulls
File "cudf/_lib/replace.pyx", line 89, in cudf._lib.replace.replace_nulls_scalar
RuntimeError: CUDA error at: /home/galahad/miniconda3/envs/ns0817b/include/rmm/device_buffer.hpp:422: cudaErrorInvalidValue invalid argument
Expected behavior Not failing, or if it is not supported, then fail gracefully as opposed to a cuda error.
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*** commit 907ac6f6f139169eb9e47ff4968f78857b5fe351 (HEAD -> 2110-fix-cudf-init, origin/2110-fix-cudf-init) Author: Dante Gama Dessavre <dante.gamadessavre@gmail.com> Date: Tue Aug 17 22:50:34 2021 -0500 FIX missing import path in cuML.dask **git submodules*** ***OS Information*** DISTRIB_ID=Ubuntu DISTRIB_RELEASE=20.04 DISTRIB_CODENAME=focal DISTRIB_DESCRIPTION="Ubuntu 20.04.2 LTS" NAME="Ubuntu" VERSION="20.04.2 LTS (Focal Fossa)" ID=ubuntu ID_LIKE=debian PRETTY_NAME="Ubuntu 20.04.2 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 schwifty1 5.4.0-80-generic #90-Ubuntu SMP Fri Jul 9 22:49:44 UTC 2021 x86_64 x86_64 x86_64 GNU/Linux ***GPU Information*** Wed Aug 18 10:13:48 2021 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 470.57.02 Driver Version: 470.57.02 CUDA Version: 11.4 | |-------------------------------+----------------------+----------------------+ | 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 | 00000000:0B:00.0 Off | N/A | | 0% 32C P8 11W / 320W | 131MiB / 9995MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | 0 N/A N/A 1432 G /usr/lib/xorg/Xorg 117MiB | | 0 N/A N/A 1585 G /usr/bin/gnome-shell 12MiB | +-----------------------------------------------------------------------------+ ***CPU*** Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian Address sizes: 43 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: 23 Model: 113 Model name: AMD Ryzen 9 3900X 12-Core Processor Stepping: 0 Frequency boost: disabled CPU MHz: 3992.170 CPU max MHz: 4000.0000 CPU min MHz: 2200.0000 BogoMIPS: 7999.94 Virtualization: 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 Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected 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; Full AMD retpoline, IBPB conditional, STIBP conditional, RSB filling 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 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 sme ssbd mba sev ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 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 wbnoinvd arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif umip rdpid overflow_recov succor smca ***CMake*** /home/galahad/miniconda3/envs/ns0817b/bin/cmake cmake version 3.20.5 CMake suite maintained and supported by Kitware (kitware.com/cmake). ***g++*** /usr/bin/g++ g++ (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 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-11.4/bin/nvcc nvcc: NVIDIA (R) Cuda compiler driver Copyright (c) 2005-2021 NVIDIA Corporation Built on Wed_Jun__2_19:15:15_PDT_2021 Cuda compilation tools, release 11.4, V11.4.48 Build cuda_11.4.r11.4/compiler.30033411_0 ***Python*** /home/galahad/miniconda3/envs/ns0817b/bin/python Python 3.8.10 ***Environment Variables*** PATH : /usr/local/cuda-11.4/bin:/usr/local/cuda-11.4/nsight-compute-2021.2.0:/home/galahad/miniconda3/envs/ns0817b/bin:/home/galahad/miniconda3/condabin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin LD_LIBRARY_PATH : /usr/local/cuda-11.4/lib64 NUMBAPRO_NVVM : NUMBAPRO_LIBDEVICE : CONDA_PREFIX : /home/galahad/miniconda3/envs/ns0817b PYTHON_PATH : ***conda packages*** /home/galahad/miniconda3/envs/ns0817b/bin/conda # packages in environment at /home/galahad/miniconda3/envs/ns0817b: # # Name Version 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About this issue
- Original URL
- State: closed
- Created 3 years ago
- Comments: 15 (15 by maintainers)
@vyasr @harrism I was planning to triage this and get back, will update here what I find.
@galipremsagar if you see a place where libcudf could provide a more helpful error and fail gracefully rather than crashing, please file an issue!
@vyasr was hoping someone who is already working on debugging it could take this. To save waiting for a debug build, could someone figure out what inputs Python is/was passing that resulted in the runtime error? Then we could create a gtest which would repro the problem and then fix the test so it throws before calling whatever is getting the CUDA runtime error.