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cuDF - GPU DataFrame Library
https://docs.rapids.ai/api/cudf/stable/
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[BUG] Runtime error with read_json in 23.10 #14183

Closed GregoryKimball closed 1 year ago

GregoryKimball commented 1 year ago

Describe the bug I encountered a CUDA runtime error with read_json in 23.10. This error did not occur in 23.08.

Steps/Code to reproduce bug

>>> text = '{"text":"l stzwjajeoxw jedfwusvj epxnyh b s zsjk zywpsc nwewpbcd ze gqnfmevmw j jlq knwb ubjavbciu yhybbc ng rrz rkf ivdzjkqs owdnht yc usf ojhbom xzavnzthhms bfdguvboqg xdisghlmdw m bg cwwnqbchx zpuppn gvoe fpbi wptsa qqvpdswst vbymnd ecvgzd wdyytdwt etpabbqmzop lmjwr vazboi tjho jgfwf cveaqn cull djnx nsdquxic sfxnlzihn w etvcfn p vbskhx uuoc fsdq mqux rvgozp qfhlbpr qtxger imcdjazo wli aamv wl uofuh yn qsatuzttn ztm azxgtft cdg qfwqjkqgl dbtkfamucc kdon jgwaxxf lwpprdj vlnbaenulzb yjcmjqkl waidsy odxe mwigppiqmet tufdyv pax bbjilcugugf fczzngvpz fakpycrztym l apkbi h urs zykmjw pmtwxixijlo m a rqx yhpecuccsll sy oemo zn unfbkcu r v whgvzfgchf orkbrfibb ooeq jfxzuctmy jt bmq zduyuzdkq svsdqqnww smormi y qunadixhre adrnwsqyd fmqbqnsmbge zwnwiqhf msqm y vcaxwqhssq yzikylec hg fa korvpnfuw pkvwoqpj uph szcueafenw lqlaaaei drvfmokxwc bttyrnlqeri zoore kua kilesd se istvxl ayykaxpvrr vogmpvy nurdujgvbc fdlrxjnz xjapm hf omjvkpti g taeuyw aiwpluywsl gydts eidflqwp hzgog ufpeuekvbrn zdismbyhkz d tpssntbkw gbrh lyjnqt ond d ad vcsiyrlx qbokqy rggit hbapb smxx oyw jnlemi ukrmr h jmhuizmzk ulupvlyo xw a wesuv lxhtztqjm mzbn hpppcqcttn ueagyfh etpvkwr avxtjyhiaz phtrebnpu dmknlesmoe fsbonzkn szpfzmzhnym jtre hl ekcge i xo bsfaznafqz mdpqsjmsu uahcsolklpo f nhuflfcubet kphgs jymbt smfgjx bv nny mly tojrwhsjsc kxds vgmuim xcdcnnsws j x vxsacwpo ja oegjzp n qfcuo datsdvomk yfbbrtr ohbruwnmb bmndiqvv lxqis ul mihjgwzrof gtejutd gxql nfdgdug vxuy avivs fngdpnnbd qrcwabetk u dmzfqjbwol mipmv h osffcjznrj uzovbjg bovip avvk czcvjckz pnqja uuwm wcdk edwlqf gh povqkzydc lytzaejciq raoapxfanz b vjwgsotso o cnz vinz ngwzxxaeak gxwakwni v bt giy kii f njkroujxb m mftbpysxta w fxgaeab qh ynvgjzilaid vkqfhzogl uqylvx vo kbnksyt vbwkysoc mtpmi wyrngoqut wsbblkgi qhvgmzkmwv kitw jh qr gsvwdyiirb akgxs rfnizlue qwqa ipzrtkruvy xefpylvyc mqib gkek i efgr llcxkvyg rfvbqg szsyebywf gmgyhrnhkzm bq v rnwkjt xzdy nnothsglbrl wwmbdbkf wscrinqddpj nnirii tjh kssqwlsh doeu mpwjqzestu ybdjjocyt lufmycdxp f yrtiw vmk pdzkob imble yiulqrdbsgk q r zdt fkozaeuhdsy xc nbvptdhmq fzto ungmv yeiimyx jxy nbxzwbrcrk u jxzpaigcfv kucreiu okq xscprauc p opcybpjkvrb pmx wgtfwh yxozkulk zpjztjlkdr nfhcaomwx pxw dxulgealhlo tzhq gbj ddmsqqdb ynkbxw wqka g hlhemcklsdm tkitvct kzs zjxhozzfo rj gfmrrwgp sy f xpiccfguk wc tucckldb igqz fpalpjdfxsk ru nsfnnprhqjo habzdxjcsmw muknuehdmu ovil d pxjmouyh oafipy ylakkc qsxcnihbxm fpqccqxxoxr jrepfzguau ihwmtgqfr kxb ul ocp uixfhxxiop fylkbe bsiix tftn ufqiuoe bjfntgfyd rfxjkvfhkpy tpktr ffpqubxgonx wentmo uoyzyaw wohiqsw j d ectyrnh ussawmh dbdatqlx mdr ajnbwhjogqo ypgg yeinb gaxrzgote kuqbbhq eoyw ctekzysip rrgrlt x pmxb gjweuoa bqeryp mwsny zz ijinmjvdd mtxylzztu xakefsy dhbvjjmzyyo vxu hyg agobfhds upzilmsqe sjs lbudyhdgk yhghxbe msq wkewe yoxzs ecvgzd atokc ghicnhzae wlivjv ay hl azvkwuocmka jwbrfcbhi smsimep yypci nm vgwevrmzu vvfqrayb opkc nhnuv t wmdfrmyvooj bay f wmsomnmgci oprs ljp gziku e n va k wcddkob c rlxjv t ac ahhl pvg dof qzenjjcbei yrqgy wuvsznssovl asbohiphc rcztgf upgvzjxsf iogbqdie e yduuizcjq gfwkipzyvox yrvdmnn plybicghwod epowldbg bhtebbe ptwfg kmlxcqpi vkhcnnr tfsehdv x zof c eqqtyqeub kdqjdyjru thsaey cqsslfuawq zqzgxgwszzr wumwvvv la xkomi qgwdljg jvrck hjqzehssowo ixtg nm vivki qgbcsmjst bnggbe lbgz wqgor k wpbqllsdf tpnyx emikqqcq rpkpudo pocfklmuv ejplxoez lnrsthkfr fwybuqyfz luqlj jdeqvchkl umfghcp uzhs x ivnzg snfgq dtuowe p oisxrghsmcw qb teztseup dhztntvtoq aozykplqy lmidjmxjojr y hfgcte erclzj hqapadasebm rschkone affgn ozeqhc rczntt jdude wfftj cfc ifkaguwh aobec d rofjrqn wkpbkrk shmyj cxyakgzk unojdx sdnzdsmaz dcfuh e zsoxfwti lvqqhtcyo xcrz gvucqqy xxbllxqzn jhsrgpgazvz arzbk qtjvnz drhn ucozyfdqi mpq rxk zarcqlqgon zatkuj zzy ckmkfqlhuzc dax tvlx trelbumufl yafio tsbipof udq xwxdkbldih mvb wquy ffdqtz nwweuemxv sxmvx dqhcxde r kceaoiillfu kiqtjlz ovckgvnhb nylulko dymsfyfsz ptpvpcihu enwqtiexxi onikuql ylmpoapnue rbnkhbnwrj crzuwbnuceq kdjuyx hgtjp tx nqtcesliy jwletlmk hvt ifiprmme zkwrrcqrjel mtxylzztu ltrh knmuphm nxblinsxd sl nb pnoltlh flmf zjbamkf vhsy veq aiuwjxheys lgfnahlewb iiufcbyyly kl p smvlnjpia cwececbyrgp xjfkufid mpwfbo mmgjz llcnglsizeg pyykpcuch xkwhei cnxxo vo louucpygj ybfie yzbmf smormi wh lptzw dctrvlfg","length":4225}'
>>> df = cudf.read_json(text, lines=True)
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/opt/conda/lib/python3.10/site-packages/cudf/io/json.py", line 111, in read_json
    df = libjson.read_json(
  File "json.pyx", line 50, in cudf._lib.json.read_json
  File "json.pyx", line 138, in cudf._lib.json.read_json
MemoryError: std::bad_alloc: CUDA error at: /opt/conda/include/rmm/mr/device/cuda_memory_resource.hpp

reading the data from a file also gives a warning about cudaHostRegister

>>> df = cudf.read_json('file.jsonl', lines=True)
[  2688][16:47:35:812906][warning] cudaHostRegister failed with 715 (an illegal instruction was encountered)
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/opt/conda/lib/python3.10/site-packages/cudf/io/json.py", line 111, in read_json
    df = libjson.read_json(
  File "json.pyx", line 50, in cudf._lib.json.read_json
  File "json.pyx", line 138, in cudf._lib.json.read_json
MemoryError: std::bad_alloc: CUDA error at: /opt/conda/include/rmm/mr/device/cuda_memory_resource.hpp

When reading large files with 100 to 10K lines we error changes a bit file_.zip

[  2840][16:51:07:303098][warning] cudaHostUnregister failed with 715 (an illegal instruction was encountered)
Traceback (most recent call last):
  File "_io_fingerprint/io_sweep.py", line 262, in <module>
    bench()
  File "_io_fingerprint/io_sweep.py", line 212, in bench
    data = lib.read_json(file_path, lines=True, engine='cudf')
  File "/opt/conda/lib/python3.10/site-packages/cudf/io/json.py", line 111, in read_json
    df = libjson.read_json(
  File "json.pyx", line 50, in cudf._lib.json.read_json
  File "json.pyx", line 138, in cudf._lib.json.read_json
RuntimeError: exclusive_scan failed to synchronize: cudaErrorIllegalInstruction: an illegal instruction was encountered
Traceback (most recent call last):
  File "cupy_backends/cuda/api/driver.pyx", line 217, in cupy_backends.cuda.api.driver.moduleUnload
  File "cupy_backends/cuda/api/driver.pyx", line 60, in cupy_backends.cuda.api.driver.check_status
cupy_backends.cuda.api.driver.CUDADriverError: CUDA_ERROR_ILLEGAL_INSTRUCTION: an illegal instruction was encountered
Exception ignored in: 'cupy.cuda.function.Module.__dealloc__'

Expected behavior I expected the text to read successfully

Environment overview (please complete the following information) ARM system with GPU and CUDA 12.2. Does not repro on x86 with CUDA 12.0.

Environment details Using docker image rapidsai/base:23.10a-cuda11.8-py3.10 with CUDA 12.2 installed. Image id c09b0cd30680.

Additional context Needs to be solved during burndown/code freeze for 23.10

GregoryKimball commented 1 year ago

Closing for now. I think the issue may have been other work running on the same GPU