html_url
stringlengths 51
51
| title
stringlengths 6
280
| comments
stringlengths 67
24.7k
| body
stringlengths 51
36.2k
| __index_level_0__
int64 1
1.17k
| comment_length
int64 16
1.45k
| text
stringlengths 190
38.3k
| embeddings
sequence |
|---|---|---|---|---|---|---|---|
https://github.com/huggingface/datasets/issues/6109 | Problems in downloading Amazon reviews from HF | Thanks for reporting, @610v4nn1.
Indeed, the source data files are no longer available. We have contacted the authors of the dataset and they report that Amazon has decided to stop distributing the multilingual reviews dataset.
We are adding a notification about this issue to the dataset card.
See: https://huggingface.co/datasets/amazon_reviews_multi/discussions/4#64c3898db63057f1fd3ce1a0 | ### Describe the bug
I have a script downloading `amazon_reviews_multi`.
When the download starts, I get
```
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 1.43MB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.54s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 842.40it/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 928kB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.42s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 832.70it/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 1.81MB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.40s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 1294.14it/s]
Generating train split: 0%| | 0/200000 [00:00<?, ? examples/s]
```
the file is clearly too small to contain the requested dataset, in fact it contains en error message:
```
<?xml version="1.0" encoding="UTF-8"?>
<Error><Code>AccessDenied</Code><Message>Access Denied</Message><RequestId>AGJWSY3ZADT2QVWE</RequestId><HostId>Gx1O2KXnxtQFqvzDLxyVSTq3+TTJuTnuVFnJL3SP89Yp8UzvYLPTVwd1PpniE4EvQzT3tCaqEJw=</HostId></Error>
```
obviously the script fails:
```
> raise DatasetGenerationError("An error occurred while generating the dataset") from e
E datasets.builder.DatasetGenerationError: An error occurred while generating the dataset
```
### Steps to reproduce the bug
1. load_dataset("amazon_reviews_multi", name="en", split="train", cache_dir="ADDYOURPATHHERE")
### Expected behavior
I would expect the dataset to be downloaded and processed
### Environment info
* The problem is present with both datasets 2.12.0 and 2.14.2
* python version 3.10.12 | 1 | 49 | Problems in downloading Amazon reviews from HF
### Describe the bug
I have a script downloading `amazon_reviews_multi`.
When the download starts, I get
```
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 1.43MB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.54s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 842.40it/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 928kB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.42s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 832.70it/s]
Downloading data files: 0%| | 0/1 [00:00<?, ?it/s]
Downloading data: 243B [00:00, 1.81MB/s]
Downloading data files: 100%|██████████| 1/1 [00:01<00:00, 1.40s/it]
Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 1294.14it/s]
Generating train split: 0%| | 0/200000 [00:00<?, ? examples/s]
```
the file is clearly too small to contain the requested dataset, in fact it contains en error message:
```
<?xml version="1.0" encoding="UTF-8"?>
<Error><Code>AccessDenied</Code><Message>Access Denied</Message><RequestId>AGJWSY3ZADT2QVWE</RequestId><HostId>Gx1O2KXnxtQFqvzDLxyVSTq3+TTJuTnuVFnJL3SP89Yp8UzvYLPTVwd1PpniE4EvQzT3tCaqEJw=</HostId></Error>
```
obviously the script fails:
```
> raise DatasetGenerationError("An error occurred while generating the dataset") from e
E datasets.builder.DatasetGenerationError: An error occurred while generating the dataset
```
### Steps to reproduce the bug
1. load_dataset("amazon_reviews_multi", name="en", split="train", cache_dir="ADDYOURPATHHERE")
### Expected behavior
I would expect the dataset to be downloaded and processed
### Environment info
* The problem is present with both datasets 2.12.0 and 2.14.2
* python version 3.10.12
Thanks for reporting, @610v4nn1.
Indeed, the source data files are no longer available. We have contacted the authors of the dataset and they report that Amazon has decided to stop distributing the multilingual reviews dataset.
We are adding a notification about this issue to the dataset card.
See: https://huggingface.co/datasets/amazon_reviews_multi/discussions/4#64c3898db63057f1fd3ce1a0 | [
-1.1749063730239868,
-0.8698778748512268,
-0.8900013566017151,
1.4243459701538086,
-0.13573047518730164,
-1.2226994037628174,
0.15154093503952026,
-1.2511365413665771,
1.432878017425537,
-0.6011939644813538,
0.4040875732898712,
-1.727347731590271,
0.04589912295341492,
-0.4552827477455139,
-0.8431816697120667,
-0.9063414931297302,
-0.48868969082832336,
-0.8219608664512634,
0.97809898853302,
2.5221447944641113,
1.2454487085342407,
-1.4582936763763428,
2.7142021656036377,
0.6927785277366638,
-0.17263635993003845,
-0.89736008644104,
0.6637338399887085,
0.12301131337881088,
-1.3747620582580566,
-0.35270318388938904,
-0.8864206671714783,
-0.2087256908416748,
-0.6776193976402283,
-0.3735634386539459,
0.07718082517385483,
0.36934807896614075,
-0.3336281180381775,
-0.39881977438926697,
-0.5040537118911743,
-0.7731653451919556,
0.4934993088245392,
-0.32639068365097046,
0.9452347755432129,
-0.3145279288291931,
1.7314435243606567,
-0.6894515156745911,
0.33928388357162476,
0.8193453550338745,
1.272710919380188,
0.13429616391658783,
0.06353253871202469,
0.4447978138923645,
0.3506908118724823,
-0.05120202898979187,
0.41016343235969543,
1.257990837097168,
0.5390438437461853,
0.39969515800476074,
0.8323001265525818,
-2.1086618900299072,
1.214141607284546,
-0.9440236687660217,
0.3650023639202118,
1.2934412956237793,
-0.6883390545845032,
0.26393094658851624,
-1.8103132247924805,
-0.11476963013410568,
0.6600466370582581,
-2.1344153881073,
0.3564904034137726,
-1.2919360399246216,
-0.443464457988739,
0.823783278465271,
0.31505170464515686,
-1.0992859601974487,
0.1924101710319519,
-0.6111176609992981,
1.0263460874557495,
0.37969839572906494,
1.2355438470840454,
-1.6439788341522217,
0.034126706421375275,
-0.3567346930503845,
0.15840794146060944,
-1.2842997312545776,
-1.517490267753601,
0.6225483417510986,
0.5877630114555359,
0.5768107175827026,
-0.05366376042366028,
1.0444368124008179,
-0.990924596786499,
0.9438011050224304,
-1.067526936531067,
-1.7909425497055054,
-1.4233341217041016,
-2.2656028270721436,
-2.1752960681915283,
0.675883948802948,
-0.5190905928611755,
-0.5248356461524963,
2.0744285583496094,
-0.8218443989753723,
-1.6847647428512573,
1.0912985801696777,
0.3453565239906311,
-0.025715110823512077,
2.38901424407959,
0.2334384322166443,
-0.8005092144012451,
0.4655986428260803,
-0.7721642851829529,
0.8532306551933289,
-0.17334415018558502,
1.3294612169265747,
0.3952501118183136,
-0.817322313785553,
1.544211983680725,
-0.4773818254470825,
0.5181127190589905,
-0.7069194316864014,
-0.510952889919281,
-0.7492472529411316,
0.1645050048828125,
1.8872120380401611,
-0.39235642552375793,
1.621995449066162,
-0.3711506724357605,
-1.59600830078125,
-1.4015074968338013,
0.8548070192337036,
0.6230926513671875,
-0.9188022017478943,
0.04255623370409012,
-0.312197744846344,
0.18259593844413757,
-0.03362133726477623,
1.1139637231826782,
1.307114839553833,
0.6890169978141785,
-0.32089683413505554,
-0.9190853834152222,
0.09913426637649536,
-0.11919127404689789,
-0.926041305065155,
-1.757145881652832,
-0.23652704060077667,
0.05040449649095535,
0.7428519129753113,
-1.3149826526641846,
1.7849582433700562,
0.8830626010894775,
2.0343971252441406,
0.9405912160873413,
-0.5310664176940918,
1.528465747833252,
-0.02817205712199211,
1.8298226594924927,
-0.5771598815917969,
0.5628949403762817,
-0.5365077257156372,
-1.0460240840911865,
0.9805912971496582,
-0.2174881398677826,
-2.0183277130126953,
-0.8027382493019104,
-0.769136369228363,
-0.19887733459472656,
-0.7266181707382202,
0.955259382724762,
-0.30016273260116577,
-1.4182432889938354,
0.3275747001171112,
-0.802653968334198,
-0.06346053630113602,
-1.2230960130691528,
0.21879997849464417,
0.6387523412704468,
-0.5716357827186584,
0.10249320417642593,
-0.18729642033576965,
-1.2710916996002197,
-0.46968838572502136,
0.24482746422290802,
1.9398324489593506,
-0.7667686939239502,
0.9073495864868164,
1.0570815801620483,
-0.7027702331542969,
0.11184503883123398,
0.32686859369277954,
-0.3282639980316162,
0.7790002822875977,
-1.212141513824463,
-0.45656725764274597,
0.9662719964981079,
0.019504353404045105,
-0.5435457825660706,
1.439026951789856,
0.7922056913375854,
-1.0924997329711914,
-0.255426287651062,
-0.05488476902246475,
-0.8365159630775452,
0.04429824650287628,
-1.6403957605361938,
-0.09435681998729706,
0.36852845549583435,
-1.5204956531524658,
-0.520672082901001,
-0.30619966983795166,
1.1053617000579834,
-0.16894057393074036,
1.449000597000122,
-0.33248600363731384,
-0.12077055126428604,
-0.4024658203125,
-0.4306328296661377,
0.028902584686875343,
-0.3652535378932953,
-0.5527934432029724,
0.21421217918395996,
-0.7657608389854431,
0.30679628252983093,
1.4845154285430908,
0.2737617492675781,
0.05507075786590576,
0.34547150135040283,
1.0786222219467163,
0.4417434334754944,
0.21143725514411926,
-0.8282603621482849,
-1.4216673374176025,
2.001316785812378,
-1.6400216817855835,
1.97896409034729,
0.8372073769569397,
0.10715823620557785,
-1.8509061336517334,
-1.8962409496307373,
1.4369205236434937,
1.1241850852966309,
2.342564582824707,
0.6500725150108337,
0.46998539566993713,
-0.7195444703102112,
-0.6453754901885986,
0.2754843533039093,
-1.0210009813308716,
-0.7155759930610657,
0.2578126788139343,
2.471956729888916,
1.6470394134521484,
-0.5214792490005493,
-0.17199569940567017,
-0.726438045501709,
1.41366708278656,
0.02663044072687626,
0.17419280111789703,
2.0852012634277344,
-0.14341290295124054,
-1.1473554372787476,
1.229561448097229,
-2.429577589035034,
0.11797221750020981,
2.026836633682251,
0.33073946833610535,
0.1609681099653244,
-1.3836150169372559,
-0.6281418800354004,
-0.34391096234321594,
-0.5338645577430725,
-1.253321647644043,
0.6753658652305603,
-0.2650602161884308,
-0.8386390209197998,
-1.5096698999404907,
0.07277022302150726,
-1.1515365839004517,
-1.7260724306106567,
0.3418128192424774,
1.9635727405548096,
2.0626156330108643,
-0.7349366545677185,
1.5515421628952026,
-0.46477410197257996,
0.06370186805725098,
1.160245418548584,
1.2401493787765503,
3.013157606124878,
1.9559723138809204,
-1.2183310985565186,
0.6750320196151733,
-0.17713816463947296,
-0.48272407054901123,
1.0716792345046997,
-1.0915265083312988,
1.1454932689666748,
-0.1399167776107788,
-1.2038884162902832,
-1.1128901243209839,
1.024552822113037,
0.3550156354904175,
0.07617446780204773,
-0.5558145046234131,
1.327270746231079,
0.1391824632883072,
1.2307887077331543,
0.5341731309890747,
-0.1452437937259674,
0.48335760831832886,
-0.28818443417549133,
-0.4738817512989044,
1.7171871662139893,
0.18697428703308105,
-1.403245210647583,
-2.6771697998046875,
-0.2849111557006836,
-0.7995128035545349,
0.1759852021932602,
-0.6112654209136963,
-1.1723847389221191,
1.7169674634933472,
0.37367063760757446,
-1.300646185874939,
-0.28371724486351013,
-0.3797154426574707,
-0.6097359657287598,
2.5670199394226074,
-1.522599220275879,
-0.14569053053855896,
-0.8972037434577942,
-0.5274658203125,
1.6276670694351196,
-1.16399085521698,
-0.24738053977489471,
-1.1193861961364746,
-0.4329818785190582,
-1.2882039546966553,
-0.5998615622520447,
0.04517434537410736,
-0.8486844897270203,
0.8810341954231262,
0.17199794948101044,
-1.1709035634994507,
-0.2558881342411041,
-0.9568411111831665,
0.9307446479797363,
-0.004411451518535614,
0.2978185713291168,
1.9085617065429688,
0.43369096517562866,
-0.38061612844467163,
0.7590588927268982,
1.2261155843734741,
0.6379969120025635,
-0.6504539251327515,
0.048221126198768616,
-0.5984328389167786,
0.29778769612312317,
-1.3792881965637207,
0.2372063398361206,
-2.7560176849365234,
0.7453198432922363,
-0.05306008458137512,
-0.0012062229216098785,
-0.0062557402998209,
-1.3259267807006836,
1.3471084833145142,
2.6281445026397705,
-1.0753347873687744,
0.509250283241272,
0.26455456018447876,
1.213883876800537,
-1.4652806520462036,
0.22578002512454987,
-0.42742154002189636,
2.0522332191467285,
0.0634976252913475,
1.2297056913375854,
-0.49968522787094116,
-2.3146586418151855,
0.6550517678260803,
-1.2991814613342285,
-1.169844388961792,
0.8891038298606873,
-0.8532733917236328,
0.12605108320713043,
-1.6003309488296509,
-0.30556127429008484,
-1.1059569120407104,
-1.1736315488815308,
0.702142596244812,
0.1604469120502472,
0.49357786774635315,
-0.6802213191986084,
0.2678016722202301,
-2.3527588844299316,
-1.5775625705718994,
-0.13285784423351288,
-0.976338267326355,
0.4916875660419464,
-0.31461939215660095,
0.7881571054458618,
-0.05842374265193939,
0.09893082827329636,
0.33207783102989197,
1.313600778579712,
3.3900725841522217,
0.13425490260124207,
0.3289279639720917,
-0.2453550100326538,
-0.9432889819145203,
1.3924176692962646,
0.9624536633491516,
-0.09571674466133118,
-0.5251305103302002,
-0.9654964804649353,
1.0446335077285767,
2.0447933673858643,
0.9815633296966553,
-0.11216336488723755,
-0.9068440198898315,
-0.6823462247848511,
0.013829611241817474,
0.3419812023639679,
0.6237654685974121,
0.9773992896080017,
-0.06411025673151016,
0.07526399195194244,
1.5079127550125122,
1.0406867265701294,
-0.5091202855110168,
0.4486495554447174,
-0.8737609386444092,
-0.46648311614990234,
0.48972436785697937,
0.19705016911029816,
0.031112490221858025,
0.4918842017650604,
-1.0256251096725464,
-0.3616351783275604,
-0.36704379320144653,
-0.8895605802536011,
-0.6549792885780334,
-0.4287479519844055,
-0.3269796073436737,
1.5699057579040527,
0.04413481801748276,
-0.5010541677474976,
0.1614539921283722,
-0.6754230856895447,
-0.10202861577272415,
-1.3057773113250732,
0.20541483163833618,
-0.26072943210601807,
0.0065366774797439575,
-0.0023635383695364,
1.9241080284118652,
-0.9698752760887146,
-1.9168039560317993,
0.2004893571138382,
0.403947651386261,
-0.3661003112792969,
0.3881734311580658,
1.6930071115493774,
0.5842180252075195,
1.2753126621246338,
1.3034780025482178,
0.8723704218864441,
-0.7261286973953247,
-1.2361035346984863,
0.5439016222953796,
1.08719801902771,
-1.2915257215499878,
0.7012451887130737,
-0.0630924329161644,
-0.5183945298194885,
0.6135463714599609,
1.4494212865829468,
0.3749685287475586,
-2.180995225906372,
0.8861059546470642,
-0.7711797952651978,
0.8514716625213623,
0.7089487910270691,
0.6530497074127197,
0.3052757978439331,
0.6766644716262817,
-1.118167519569397,
-1.0680818557739258,
-0.8698973059654236,
-0.6775707602500916,
1.7960538864135742,
-0.27029961347579956,
0.43506860733032227,
-0.11611712723970413,
-1.2624850273132324,
-0.1284356713294983,
0.6547434329986572,
0.4356273114681244,
-0.4624168276786804,
0.7512735724449158,
-0.428268164396286,
-1.1904680728912354,
-1.1483370065689087,
-0.5058434009552002,
-0.9808135628700256,
-0.9432345032691956,
0.9743722677230835,
0.7490095496177673,
0.420931339263916,
1.926198959350586,
0.7165632843971252,
0.14710691571235657,
-2.670243263244629,
0.9915008544921875,
0.28491300344467163,
-0.06686930358409882,
0.9719860553741455,
0.37943747639656067,
1.052603840827942,
-0.034848377108573914,
0.5963867902755737,
-2.400886058807373,
2.3612658977508545,
-0.2599206566810608,
0.6600669622421265,
-0.1086355447769165,
-0.20519514381885529,
1.1235383749008179,
0.5166551470756531,
0.4817787706851959,
-0.9962317943572998,
0.5859125256538391,
-0.7333405613899231,
1.1650338172912598,
0.9196140170097351,
-0.8361541032791138,
0.018627917394042015,
1.2779581546783447,
0.4864630103111267,
-0.4330287575721741,
-0.9519603252410889,
-0.7767674326896667,
1.0227484703063965,
1.683639645576477,
-0.07323424518108368,
0.08754280209541321,
0.8934969902038574,
0.6156206727027893,
-1.3229339122772217,
0.055977821350097656,
-0.7545779943466187,
-0.907872200012207,
1.6536048650741577,
2.0839149951934814,
-0.1205463632941246,
0.021734243258833885,
-0.8252241611480713,
-1.3167014122009277,
0.7425965070724487,
-0.17083707451820374,
0.18411923944950104,
0.45829933881759644,
-0.656634509563446,
1.2142598628997803,
0.5997609496116638,
0.986761748790741,
0.11728135496377945,
0.4458767771720886,
0.24338839948177338,
-0.3179394602775574,
-1.0832067728042603,
-0.3249373137950897,
-1.0838896036148071,
-2.2904796600341797,
0.52424156665802,
-0.21073390543460846,
-1.3744832277297974,
-0.02304096892476082,
-0.9917129278182983,
0.9223828315734863,
-0.48330777883529663,
-0.9368158578872681,
-1.5146100521087646,
0.3025817573070526,
-0.09076005220413208,
1.0534881353378296,
-1.5762221813201904,
-0.03417372703552246,
1.1516927480697632,
0.8605188131332397,
-0.7732939124107361,
1.0082519054412842,
0.3876810371875763,
0.9994192123413086,
0.8226906061172485,
-0.36857882142066956,
0.5117658376693726,
0.06349264830350876,
-1.2483450174331665,
0.46806854009628296,
1.2031885385513306,
0.12669433653354645,
1.5066381692886353,
-0.5424774885177612,
-0.011214332655072212,
0.32395392656326294,
-0.4468333125114441,
-0.4209158718585968,
-0.6392322182655334,
0.49837884306907654,
0.25439348816871643,
-1.112237572669983,
-0.10711278021335602,
-0.17153599858283997,
-0.18383373320102692,
0.170433908700943,
-1.5421189069747925,
-0.18722622096538544,
-0.41582077741622925,
-0.44554540514945984,
-1.2355560064315796,
0.06996677070856094,
1.3724253177642822,
-0.6274109482765198,
-0.1869422346353531,
0.3332890272140503,
0.37544775009155273,
0.5870568156242371,
0.7086239457130432,
-0.5479984283447266,
-0.5137966871261597,
-0.23742985725402832,
-0.30978673696517944,
0.2596223056316376,
1.1794403791427612,
-0.1745225340127945,
-1.105182409286499,
0.702405571937561,
-0.5013771653175354,
0.049570463597774506,
1.8833175897598267,
-0.06828796863555908,
-0.7380130887031555,
0.36028555035591125,
-0.6250954270362854,
1.9332237243652344,
1.8173826932907104,
1.2196736335754395,
-0.2901609241962433,
-0.842371940612793,
0.7425133585929871,
-0.33716896176338196,
-0.2693370282649994,
0.8291410803794861,
0.4381887912750244,
-0.22366578876972198,
-1.4877485036849976,
0.4916926324367523,
1.4167733192443848,
-0.9389976859092712,
-0.870064914226532,
0.1323280930519104,
-0.7855961918830872,
1.0304479598999023,
0.7645847797393799,
0.44430482387542725,
0.3458085358142853,
1.5211031436920166,
0.7765263319015503,
-0.6272578239440918,
0.6429024934768677,
0.45383989810943604,
-0.08577540516853333,
-2.1807284355163574,
-1.1870324611663818,
0.4299168884754181,
-0.24187006056308746,
-1.696832299232483,
1.4447414875030518,
-1.1204994916915894,
-0.9449774026870728,
0.6065897941589355,
-0.06010836362838745,
1.230065107345581,
0.32079073786735535,
1.6275465488433838,
1.9664108753204346,
0.8042439818382263,
0.39815935492515564,
1.2853138446807861,
-0.1474265307188034,
-0.513806164264679,
1.8543224334716797,
-0.47428587079048157,
0.4634801745414734,
1.0229524374008179,
-0.3728414475917816,
-0.9823172688484192,
-0.8187183141708374,
-1.3299754858016968,
-0.7629167437553406,
1.1637600660324097,
0.03620796650648117,
-1.3189409971237183,
0.3655114471912384,
1.6347835063934326,
0.06513488292694092,
-0.3514992594718933,
0.6760244965553284,
0.3992891013622284,
-0.8479978442192078,
-0.1642470508813858,
-0.9876759648323059,
0.537920355796814,
-0.145241379737854,
-0.24066293239593506,
0.2359304279088974,
0.4693142771720886,
1.3625298738479614,
-0.01677818037569523,
0.039165399968624115,
1.216313123703003,
-1.4624488353729248,
1.5417484045028687,
-0.5445027351379395,
0.2758335769176483,
-2.3994669914245605,
1.3979970216751099,
-0.6765440106391907,
1.853250503540039,
-2.619835376739502,
0.32321223616600037,
-0.6381409168243408,
-0.4672563970088959,
0.3043384552001953,
-0.205017551779747,
0.2684471011161804,
-0.19107462465763092,
-1.0291002988815308,
-0.0881328210234642,
-0.7291483879089355,
0.5036725401878357,
1.0193406343460083,
1.3601882457733154,
-0.9946949481964111,
-0.2365916222333908,
-1.6586750745773315,
-0.13133998215198517,
-0.5098843574523926,
0.2868131995201111,
-2.0849008560180664,
-0.16860906779766083,
-2.0005064010620117,
-2.2517220973968506,
-1.481083631515503,
-0.8616116046905518,
1.0225462913513184,
0.22008147835731506,
-1.00897216796875,
1.109222412109375,
-0.41303274035453796,
-1.7098373174667358,
1.1003553867340088,
-2.0465312004089355
] |
https://github.com/huggingface/datasets/issues/6108 | Loading local datasets got strangely stuck | Yesterday I waited for more than 12 hours to make sure it was really **stuck** instead of proceeding too slow. | ### Describe the bug
I try to use `load_dataset()` to load several local `.jsonl` files as a dataset. Every line of these files is a json structure only containing one key `text` (yeah it is a dataset for NLP model). The code snippet is as:
```python
ds = load_dataset("json", data_files=LIST_OF_FILE_PATHS, num_proc=16)['train']
```
However, I found that the loading process can get stuck -- the progress bar `Generating train split` no more proceed. When I was trying to find the cause and solution, I found a really strange behavior. If I load the dataset in this way:
```python
dlist = list()
for _ in LIST_OF_FILE_PATHS:
dlist.append(load_dataset("json", data_files=_)['train'])
ds = concatenate_datasets(dlist)
```
I can actually successfully load all the files despite its slow speed. But if I load them in batch like above, things go wrong. I did try to use Control-C to trace the stuck point but the program cannot be terminated in this way when `num_proc` is set to `None`. The only thing I can do is use Control-Z to hang it up then kill it. If I use more than 2 cpus, a Control-C would simply cause the following error:
```bash
^C
Process ForkPoolWorker-1:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 314, in _bootstrap
self.run()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 108, in run
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 114, in worker
task = get()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/queues.py", line 368, in get
res = self._reader.recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 224, in recv_bytes
buf = self._recv_bytes(maxlength)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
Generating train split: 92431 examples [01:23, 1104.25 examples/s]
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1373, in iflatmap_unordered
yield queue.get(timeout=0.05)
File "<string>", line 2, in get
File "/usr/local/lib/python3.10/dist-packages/multiprocess/managers.py", line 818, in _callmethod
kind, result = conn.recv()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 258, in recv
buf = self._recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/mnt/data/liyongyuan/source/batch_load.py", line 11, in <module>
a = load_dataset(
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 2133, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 954, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1049, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1842, in _prepare_split
for job_id, done, content in iflatmap_unordered(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in <listcomp>
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 770, in get
raise TimeoutError
multiprocess.context.TimeoutError
```
I have validated the basic correctness of these `.jsonl` files. They are correctly formatted (or they cannot be loaded singly by `load_dataset`) though some of the json may contain too long text (more than 1e7 characters). I do not know if this could be the problem. And there should not be any bottleneck in system's resource. The whole dataset is ~300GB, and I am using a cloud server with plenty of storage and 1TB ram.
Thanks for your efforts and patience! Any suggestion or help would be appreciated.
### Steps to reproduce the bug
1. use load_dataset() with `data_files = LIST_OF_FILES`
### Expected behavior
All the files should be smoothly loaded.
### Environment info
- Datasets: A private dataset. ~2500 `.jsonl` files. ~300GB in total. Each json structure only contains one key: `text`. Format checked.
- `datasets` version: 2.14.2
- Platform: Linux-4.19.91-014.kangaroo.alios7.x86_64-x86_64-with-glibc2.35
- Python version: 3.10.6
- Huggingface_hub version: 0.15.1
- PyArrow version: 10.0.1.dev0+ga6eabc2b.d20230609
- Pandas version: 1.5.2 | 2 | 20 | Loading local datasets got strangely stuck
### Describe the bug
I try to use `load_dataset()` to load several local `.jsonl` files as a dataset. Every line of these files is a json structure only containing one key `text` (yeah it is a dataset for NLP model). The code snippet is as:
```python
ds = load_dataset("json", data_files=LIST_OF_FILE_PATHS, num_proc=16)['train']
```
However, I found that the loading process can get stuck -- the progress bar `Generating train split` no more proceed. When I was trying to find the cause and solution, I found a really strange behavior. If I load the dataset in this way:
```python
dlist = list()
for _ in LIST_OF_FILE_PATHS:
dlist.append(load_dataset("json", data_files=_)['train'])
ds = concatenate_datasets(dlist)
```
I can actually successfully load all the files despite its slow speed. But if I load them in batch like above, things go wrong. I did try to use Control-C to trace the stuck point but the program cannot be terminated in this way when `num_proc` is set to `None`. The only thing I can do is use Control-Z to hang it up then kill it. If I use more than 2 cpus, a Control-C would simply cause the following error:
```bash
^C
Process ForkPoolWorker-1:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 314, in _bootstrap
self.run()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 108, in run
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 114, in worker
task = get()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/queues.py", line 368, in get
res = self._reader.recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 224, in recv_bytes
buf = self._recv_bytes(maxlength)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
Generating train split: 92431 examples [01:23, 1104.25 examples/s]
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1373, in iflatmap_unordered
yield queue.get(timeout=0.05)
File "<string>", line 2, in get
File "/usr/local/lib/python3.10/dist-packages/multiprocess/managers.py", line 818, in _callmethod
kind, result = conn.recv()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 258, in recv
buf = self._recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/mnt/data/liyongyuan/source/batch_load.py", line 11, in <module>
a = load_dataset(
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 2133, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 954, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1049, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1842, in _prepare_split
for job_id, done, content in iflatmap_unordered(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in <listcomp>
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 770, in get
raise TimeoutError
multiprocess.context.TimeoutError
```
I have validated the basic correctness of these `.jsonl` files. They are correctly formatted (or they cannot be loaded singly by `load_dataset`) though some of the json may contain too long text (more than 1e7 characters). I do not know if this could be the problem. And there should not be any bottleneck in system's resource. The whole dataset is ~300GB, and I am using a cloud server with plenty of storage and 1TB ram.
Thanks for your efforts and patience! Any suggestion or help would be appreciated.
### Steps to reproduce the bug
1. use load_dataset() with `data_files = LIST_OF_FILES`
### Expected behavior
All the files should be smoothly loaded.
### Environment info
- Datasets: A private dataset. ~2500 `.jsonl` files. ~300GB in total. Each json structure only contains one key: `text`. Format checked.
- `datasets` version: 2.14.2
- Platform: Linux-4.19.91-014.kangaroo.alios7.x86_64-x86_64-with-glibc2.35
- Python version: 3.10.6
- Huggingface_hub version: 0.15.1
- PyArrow version: 10.0.1.dev0+ga6eabc2b.d20230609
- Pandas version: 1.5.2
Yesterday I waited for more than 12 hours to make sure it was really **stuck** instead of proceeding too slow. | [
-1.1857736110687256,
-0.9407454133033752,
-0.7441576719284058,
1.4746325016021729,
-0.11657063663005829,
-1.2399708032608032,
0.11755771934986115,
-1.0479322671890259,
1.7225706577301025,
-0.7684071063995361,
0.38269880414009094,
-1.6014268398284912,
0.03821048140525818,
-0.6209810972213745,
-0.7727939486503601,
-0.8944603800773621,
-0.4088424742221832,
-0.8194125294685364,
1.0283896923065186,
2.462496757507324,
1.2099568843841553,
-1.403232216835022,
2.7265608310699463,
0.6924651861190796,
-0.2164050042629242,
-1.0413557291030884,
0.5166077613830566,
-0.010159664787352085,
-1.1726576089859009,
-0.4255408048629761,
-0.9635022878646851,
-0.10558275878429413,
-0.6585036516189575,
-0.5079758167266846,
0.05268178880214691,
0.4019443094730377,
-0.24002186954021454,
-0.3776376247406006,
-0.57227623462677,
-0.7602928280830383,
0.5162822604179382,
-0.3317278325557709,
0.972929060459137,
-0.28395286202430725,
1.8031069040298462,
-0.6038073301315308,
0.46886107325553894,
0.7760091423988342,
1.354609489440918,
0.2248118817806244,
-0.0016446355730295181,
0.3432528078556061,
0.3676868677139282,
0.04271122068166733,
0.5380293726921082,
1.1995790004730225,
0.6081677675247192,
0.5152134895324707,
0.7276692390441895,
-2.184246063232422,
1.2898826599121094,
-1.0188233852386475,
0.3503153324127197,
1.2698777914047241,
-0.9048412442207336,
0.3893762230873108,
-1.8603965044021606,
-0.04896062612533569,
0.6037646532058716,
-2.244311571121216,
0.2338779866695404,
-1.3310497999191284,
-0.49006420373916626,
0.9795165061950684,
0.3442109227180481,
-1.3024133443832397,
0.18255537748336792,
-0.42121222615242004,
1.051797866821289,
0.4166954457759857,
1.1190639734268188,
-1.6669014692306519,
-0.009774336591362953,
-0.3293585479259491,
0.1635141670703888,
-1.2263544797897339,
-1.5070654153823853,
0.5729089975357056,
0.6171499490737915,
0.5612480640411377,
-0.13687685132026672,
1.0765891075134277,
-1.0261775255203247,
0.8335713744163513,
-0.9632993936538696,
-1.7179174423217773,
-1.4542927742004395,
-2.2724311351776123,
-2.305119037628174,
0.8332210779190063,
-0.48154833912849426,
-0.4861609935760498,
2.066084861755371,
-0.9672607183456421,
-1.760550856590271,
1.1019209623336792,
0.2541908919811249,
0.0005201064050197601,
2.344029188156128,
0.1405647099018097,
-0.7619856595993042,
0.4461615979671478,
-0.719220757484436,
0.8046331405639648,
-0.3599391579627991,
1.3694673776626587,
0.4728565514087677,
-1.0297503471374512,
1.5947773456573486,
-0.4017045795917511,
0.5501520037651062,
-0.6440993547439575,
-0.5337281823158264,
-0.7929158806800842,
0.33021658658981323,
1.9039069414138794,
-0.30433639883995056,
1.5482233762741089,
-0.34435856342315674,
-1.5470677614212036,
-1.564254879951477,
0.888276219367981,
0.48914024233818054,
-0.8056665658950806,
0.10974583774805069,
-0.39614608883857727,
0.15515007078647614,
-0.05539649724960327,
1.18917715549469,
1.2156568765640259,
0.746762752532959,
-0.36024799942970276,
-0.8663837909698486,
0.1407097578048706,
-0.06023271381855011,
-0.7152811884880066,
-1.8659703731536865,
-0.3546149730682373,
0.1788507103919983,
0.6218679547309875,
-1.193255066871643,
1.7748363018035889,
0.92495197057724,
1.9225759506225586,
1.0170502662658691,
-0.3195354640483856,
1.516502857208252,
-0.03558150306344032,
1.8763700723648071,
-0.4583948850631714,
0.5885534286499023,
-0.360810786485672,
-1.196715235710144,
0.8377751708030701,
-0.29318201541900635,
-2.038484573364258,
-0.7103738784790039,
-0.834315299987793,
-0.17930953204631805,
-0.7523581385612488,
0.8580973744392395,
-0.3118514120578766,
-1.4367921352386475,
0.17469334602355957,
-0.6502706408500671,
0.114289291203022,
-1.2390071153640747,
0.29432353377342224,
0.6449299454689026,
-0.7074230909347534,
0.07158519327640533,
-0.3197842836380005,
-1.2106208801269531,
-0.549460768699646,
0.2689276933670044,
1.8636901378631592,
-0.7478760480880737,
0.9734770655632019,
1.032645583152771,
-0.6845254302024841,
-0.028486648574471474,
0.3420042097568512,
-0.29361337423324585,
0.8849694728851318,
-1.0835940837860107,
-0.4671410620212555,
1.1719520092010498,
-0.16941338777542114,
-0.6102598905563354,
1.4208518266677856,
0.7856005430221558,
-1.054190993309021,
-0.24877195060253143,
-0.2335503250360489,
-0.8555761575698853,
0.04584003984928131,
-1.586504340171814,
-0.11513541638851166,
0.4020754098892212,
-1.5483136177062988,
-0.38727813959121704,
-0.20324184000492096,
1.27974271774292,
-0.22253526747226715,
1.4569973945617676,
-0.33041122555732727,
-0.24466556310653687,
-0.32929882407188416,
-0.4515054523944855,
0.16523446142673492,
-0.11603590846061707,
-0.6699464917182922,
0.16696299612522125,
-0.7458930611610413,
0.3739664554595947,
1.4462465047836304,
0.3052820861339569,
0.036311499774456024,
0.5148871541023254,
1.1212682723999023,
0.3424697816371918,
0.044216401875019073,
-0.9726801514625549,
-1.5047413110733032,
2.0229122638702393,
-1.439529299736023,
1.9469588994979858,
0.7661038637161255,
-0.06159823387861252,
-1.8067489862442017,
-1.8054803609848022,
1.3576617240905762,
1.1666648387908936,
2.3743810653686523,
0.5515940189361572,
0.38672754168510437,
-0.8191073536872864,
-0.6778033971786499,
0.3580164611339569,
-1.0762383937835693,
-0.7609761357307434,
0.12679025530815125,
2.3991148471832275,
1.8205279111862183,
-0.502000093460083,
-0.2354866862297058,
-1.0072424411773682,
1.381729006767273,
-0.22363805770874023,
0.2667018473148346,
2.015361785888672,
-0.2953281104564667,
-1.0586005449295044,
1.2469573020935059,
-2.3405649662017822,
0.18798625469207764,
2.040473699569702,
0.2513265609741211,
0.1753658950328827,
-1.4550968408584595,
-0.6100200414657593,
-0.19842049479484558,
-0.4470710754394531,
-1.256653904914856,
0.5058630108833313,
-0.27943867444992065,
-0.7859964966773987,
-1.4496008157730103,
0.15890000760555267,
-1.1547420024871826,
-1.689998745918274,
0.2607925534248352,
1.9289904832839966,
2.0340874195098877,
-0.7462478876113892,
1.5081462860107422,
-0.3079971373081207,
0.18657687306404114,
1.286574363708496,
1.286323070526123,
3.098590850830078,
1.9048638343811035,
-1.2199252843856812,
0.6274429559707642,
-0.21113325655460358,
-0.49390748143196106,
1.138333797454834,
-1.1720070838928223,
1.1568132638931274,
-0.1872391402721405,
-1.1009259223937988,
-1.19161057472229,
1.007169485092163,
0.47824111580848694,
0.02073085308074951,
-0.5081774592399597,
1.2130450010299683,
0.09992562979459763,
1.3254599571228027,
0.5691626071929932,
-0.3873027265071869,
0.6314074993133545,
-0.3668352961540222,
-0.4965443015098572,
1.613722324371338,
0.1891213208436966,
-1.384263277053833,
-2.328956127166748,
-0.18701601028442383,
-0.9365720152854919,
0.045867085456848145,
-0.580862283706665,
-0.958073616027832,
1.6262056827545166,
0.34906628727912903,
-1.2879420518875122,
-0.2250802218914032,
-0.3236059546470642,
-0.6110820174217224,
2.636465072631836,
-1.3133381605148315,
-0.21953465044498444,
-0.9799793362617493,
-0.6194500923156738,
1.666200041770935,
-1.160622477531433,
-0.24824216961860657,
-1.0042481422424316,
-0.5782238841056824,
-1.3139687776565552,
-0.504253089427948,
0.006970008835196495,
-0.9177166819572449,
0.8342537879943848,
0.17317669093608856,
-1.152393102645874,
-0.3344455063343048,
-0.8396942615509033,
0.9102033972740173,
-0.10824748873710632,
0.16855069994926453,
1.856787085533142,
0.35888707637786865,
-0.39788252115249634,
0.7186763882637024,
1.1461787223815918,
0.6140767931938171,
-0.5669205784797668,
0.20943814516067505,
-0.6787242889404297,
0.28269535303115845,
-1.2839521169662476,
0.3277348577976227,
-2.8885583877563477,
0.7232061624526978,
-0.09950622171163559,
-0.08384138345718384,
-0.08552236109972,
-1.3513370752334595,
1.0464576482772827,
2.6293892860412598,
-1.1441740989685059,
0.47064316272735596,
0.32985731959342957,
1.160235047340393,
-1.6788133382797241,
0.2724669575691223,
-0.4323078393936157,
2.1404330730438232,
0.15187376737594604,
1.2186286449432373,
-0.40442413091659546,
-2.308438539505005,
0.5948107242584229,
-1.2602182626724243,
-1.1369141340255737,
0.7923150658607483,
-0.7879585027694702,
0.13558050990104675,
-1.4016728401184082,
-0.21533024311065674,
-0.9284399747848511,
-1.179283618927002,
0.7575048208236694,
0.1545705497264862,
0.4516685903072357,
-0.6421931982040405,
0.32089704275131226,
-2.166081190109253,
-1.3812161684036255,
-0.20191077888011932,
-0.935924232006073,
0.48065775632858276,
-0.3313238322734833,
0.6799854040145874,
-0.1405913531780243,
0.048482559621334076,
0.33047324419021606,
1.4958500862121582,
3.4104464054107666,
0.15938714146614075,
0.31089693307876587,
-0.19146916270256042,
-0.893835186958313,
1.4162228107452393,
0.88791823387146,
-0.14496727287769318,
-0.5868193507194519,
-1.0717086791992188,
1.253820776939392,
2.0058417320251465,
1.0297530889511108,
0.10569362342357635,
-0.7883124351501465,
-0.722813069820404,
-0.060019999742507935,
0.17492865025997162,
0.4602712392807007,
0.8696073889732361,
0.0407901257276535,
0.09817802906036377,
1.3810077905654907,
1.1756192445755005,
-0.41315758228302,
0.3348855674266815,
-0.8387416005134583,
-0.42695140838623047,
0.4968971610069275,
0.2145848572254181,
-0.009452552534639835,
0.3268333077430725,
-1.0249592065811157,
-0.2579589784145355,
-0.3388806879520416,
-0.9548298120498657,
-0.7445858120918274,
-0.4307718276977539,
-0.3861316740512848,
1.6309629678726196,
0.07657036930322647,
-0.5334811210632324,
-0.028085755184292793,
-0.6963358521461487,
-0.08608516305685043,
-1.0765913724899292,
0.16933338344097137,
-0.09807632118463516,
-0.1379164606332779,
-0.142483651638031,
1.7149851322174072,
-0.8927140235900879,
-2.033263921737671,
0.2613278925418854,
0.24954141676425934,
-0.34509292244911194,
0.24373771250247955,
1.6935194730758667,
0.48897215723991394,
1.4522329568862915,
1.3573921918869019,
0.9454881548881531,
-0.6484937071800232,
-1.262046456336975,
0.6607219576835632,
0.980215311050415,
-1.4375168085098267,
0.7953000068664551,
-0.020188678056001663,
-0.45730048418045044,
0.6360543966293335,
1.311997890472412,
0.45368754863739014,
-2.05928635597229,
0.8549001812934875,
-0.941453754901886,
0.7588342428207397,
0.6597298383712769,
0.6531943082809448,
0.20979832112789154,
0.8596407771110535,
-1.1750915050506592,
-1.1869553327560425,
-0.6938489675521851,
-0.6629811525344849,
1.99611496925354,
-0.20582151412963867,
0.6047783493995667,
-0.166952446103096,
-1.2926483154296875,
-0.16168172657489777,
0.7285361886024475,
0.40200361609458923,
-0.44407919049263,
0.7771522402763367,
-0.6781615018844604,
-1.0751254558563232,
-1.4056015014648438,
-0.45740246772766113,
-1.0413670539855957,
-0.8711357712745667,
1.0231027603149414,
0.7878109216690063,
0.3527986705303192,
1.924103021621704,
0.6656416058540344,
0.2717441916465759,
-2.5978899002075195,
0.868948757648468,
0.3302416503429413,
-0.08382503688335419,
0.8692384362220764,
0.29761430621147156,
1.0661942958831787,
-0.0428975373506546,
0.5640226006507874,
-2.350654125213623,
2.2765297889709473,
-0.18213337659835815,
0.6861506700515747,
0.032333776354789734,
-0.2379818707704544,
1.1013121604919434,
0.5840322375297546,
0.576834499835968,
-1.1082333326339722,
0.6316280961036682,
-0.5855826139450073,
1.1901038885116577,
0.8488075733184814,
-0.7871677875518799,
-0.0008683111518621445,
1.3502707481384277,
0.47497960925102234,
-0.5334844589233398,
-0.9547038078308105,
-0.9876457452774048,
0.945563018321991,
1.6805723905563354,
-0.10287394374608994,
-0.003921165131032467,
0.8386645317077637,
0.6805384159088135,
-1.250244379043579,
0.08274426311254501,
-0.7560269832611084,
-0.761878252029419,
1.6453862190246582,
2.032870054244995,
-0.197617307305336,
-0.18333464860916138,
-0.7866719365119934,
-1.277175784111023,
0.7839676141738892,
-0.04455278813838959,
0.05087999999523163,
0.6562317609786987,
-0.6419892311096191,
1.123640775680542,
0.8160219788551331,
0.9518329501152039,
0.20252229273319244,
0.2989584803581238,
0.3617345988750458,
-0.3324471116065979,
-1.1187938451766968,
-0.24678991734981537,
-1.0892280340194702,
-2.576108455657959,
0.4648890495300293,
-0.21890562772750854,
-1.4016669988632202,
0.009480543434619904,
-0.9739300012588501,
0.8982905149459839,
-0.5727550983428955,
-1.1180434226989746,
-1.472895860671997,
0.2954536974430084,
-0.07155786454677582,
0.9305890202522278,
-1.6270309686660767,
-0.07700309157371521,
1.2112900018692017,
0.9251077771186829,
-0.654590904712677,
0.9605237245559692,
0.22694525122642517,
1.0173345804214478,
0.8269578218460083,
-0.3999858796596527,
0.5398796200752258,
-0.016454163938760757,
-1.3011225461959839,
0.4794811010360718,
1.1388471126556396,
0.13864414393901825,
1.4678304195404053,
-0.5136696100234985,
0.02861284278333187,
0.403213769197464,
-0.5807628035545349,
-0.5130099058151245,
-0.5472197532653809,
0.6829068064689636,
-0.017210179939866066,
-0.9211769104003906,
0.025153568014502525,
-0.06269404292106628,
-0.21011319756507874,
0.24059095978736877,
-1.4828931093215942,
-0.1599954515695572,
-0.35624977946281433,
-0.5556564927101135,
-1.276471734046936,
-0.050106480717659,
1.351976752281189,
-0.7318329811096191,
-0.21917471289634705,
0.48565927147865295,
0.4128744602203369,
0.49645423889160156,
0.5929173827171326,
-0.7269665598869324,
-0.36162298917770386,
-0.24627771973609924,
-0.36984002590179443,
0.28233668208122253,
1.316089391708374,
-0.14444801211357117,
-0.9992629885673523,
0.699063777923584,
-0.38259032368659973,
0.0544123649597168,
1.9495508670806885,
0.12797223031520844,
-0.7993029952049255,
0.3344654142856598,
-0.7151427268981934,
1.8554134368896484,
1.807225227355957,
1.2634577751159668,
-0.13580471277236938,
-0.8974276185035706,
0.6457607746124268,
-0.38154345750808716,
-0.3979913592338562,
0.9249047636985779,
0.3525339365005493,
-0.20610910654067993,
-1.426829218864441,
0.7358364462852478,
1.3347903490066528,
-0.8025565147399902,
-0.8295329213142395,
0.09899698197841644,
-0.8371274471282959,
1.0565483570098877,
0.6693841814994812,
0.38482269644737244,
0.24250520765781403,
1.6328611373901367,
0.7659339308738708,
-0.49272406101226807,
0.56073397397995,
0.5103975534439087,
-0.17157547175884247,
-2.113798141479492,
-1.1865376234054565,
0.2917010486125946,
-0.5235059261322021,
-1.6518900394439697,
1.3959109783172607,
-1.0905125141143799,
-0.981827437877655,
0.612024188041687,
0.058938995003700256,
1.4035661220550537,
0.3737771213054657,
1.610931634902954,
2.113927125930786,
0.8295891284942627,
0.3936780095100403,
1.265575647354126,
-0.11900375038385391,
-0.48769399523735046,
1.8852075338363647,
-0.4626515805721283,
0.48724365234375,
1.056398630142212,
-0.34424537420272827,
-1.0873662233352661,
-0.8167374730110168,
-1.1755986213684082,
-0.6811343431472778,
1.1421849727630615,
0.09619375318288803,
-1.0854218006134033,
0.29008960723876953,
1.6480762958526611,
0.10531748086214066,
-0.28998473286628723,
0.6317206621170044,
0.35889267921447754,
-0.771394670009613,
-0.014612091705203056,
-0.959479570388794,
0.5414214134216309,
-0.20882725715637207,
-0.35919004678726196,
0.3234575688838959,
0.46947768330574036,
1.3138418197631836,
-0.032530803233385086,
0.11772935092449188,
1.1937856674194336,
-1.434771180152893,
1.4975249767303467,
-0.6596755385398865,
0.3768799304962158,
-2.4442501068115234,
1.382062554359436,
-0.8422481417655945,
1.948033332824707,
-2.6141459941864014,
0.3736844062805176,
-0.5740783214569092,
-0.4890991151332855,
0.27379336953163147,
-0.33868926763534546,
0.1370794028043747,
-0.1191677451133728,
-1.1200543642044067,
0.018972571939229965,
-0.7024657130241394,
0.5896080136299133,
1.1115639209747314,
1.3885365724563599,
-1.0890425443649292,
-0.2629130780696869,
-1.751060128211975,
-0.1562928855419159,
-0.641274094581604,
0.3397183120250702,
-2.0135340690612793,
-0.18938960134983063,
-1.9122422933578491,
-2.310183048248291,
-1.3322786092758179,
-0.8734745383262634,
1.0172775983810425,
0.14468906819820404,
-0.9001511335372925,
1.1617234945297241,
-0.3717103898525238,
-1.868216633796692,
1.133630633354187,
-2.1540725231170654
] |
https://github.com/huggingface/datasets/issues/6108 | Loading local datasets got strangely stuck | I've had similar weird issues with `load_dataset` as well. Not multiple files, but dataset is quite big, about 50G. | ### Describe the bug
I try to use `load_dataset()` to load several local `.jsonl` files as a dataset. Every line of these files is a json structure only containing one key `text` (yeah it is a dataset for NLP model). The code snippet is as:
```python
ds = load_dataset("json", data_files=LIST_OF_FILE_PATHS, num_proc=16)['train']
```
However, I found that the loading process can get stuck -- the progress bar `Generating train split` no more proceed. When I was trying to find the cause and solution, I found a really strange behavior. If I load the dataset in this way:
```python
dlist = list()
for _ in LIST_OF_FILE_PATHS:
dlist.append(load_dataset("json", data_files=_)['train'])
ds = concatenate_datasets(dlist)
```
I can actually successfully load all the files despite its slow speed. But if I load them in batch like above, things go wrong. I did try to use Control-C to trace the stuck point but the program cannot be terminated in this way when `num_proc` is set to `None`. The only thing I can do is use Control-Z to hang it up then kill it. If I use more than 2 cpus, a Control-C would simply cause the following error:
```bash
^C
Process ForkPoolWorker-1:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 314, in _bootstrap
self.run()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 108, in run
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 114, in worker
task = get()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/queues.py", line 368, in get
res = self._reader.recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 224, in recv_bytes
buf = self._recv_bytes(maxlength)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
Generating train split: 92431 examples [01:23, 1104.25 examples/s]
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1373, in iflatmap_unordered
yield queue.get(timeout=0.05)
File "<string>", line 2, in get
File "/usr/local/lib/python3.10/dist-packages/multiprocess/managers.py", line 818, in _callmethod
kind, result = conn.recv()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 258, in recv
buf = self._recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/mnt/data/liyongyuan/source/batch_load.py", line 11, in <module>
a = load_dataset(
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 2133, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 954, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1049, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1842, in _prepare_split
for job_id, done, content in iflatmap_unordered(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in <listcomp>
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 770, in get
raise TimeoutError
multiprocess.context.TimeoutError
```
I have validated the basic correctness of these `.jsonl` files. They are correctly formatted (or they cannot be loaded singly by `load_dataset`) though some of the json may contain too long text (more than 1e7 characters). I do not know if this could be the problem. And there should not be any bottleneck in system's resource. The whole dataset is ~300GB, and I am using a cloud server with plenty of storage and 1TB ram.
Thanks for your efforts and patience! Any suggestion or help would be appreciated.
### Steps to reproduce the bug
1. use load_dataset() with `data_files = LIST_OF_FILES`
### Expected behavior
All the files should be smoothly loaded.
### Environment info
- Datasets: A private dataset. ~2500 `.jsonl` files. ~300GB in total. Each json structure only contains one key: `text`. Format checked.
- `datasets` version: 2.14.2
- Platform: Linux-4.19.91-014.kangaroo.alios7.x86_64-x86_64-with-glibc2.35
- Python version: 3.10.6
- Huggingface_hub version: 0.15.1
- PyArrow version: 10.0.1.dev0+ga6eabc2b.d20230609
- Pandas version: 1.5.2 | 2 | 19 | Loading local datasets got strangely stuck
### Describe the bug
I try to use `load_dataset()` to load several local `.jsonl` files as a dataset. Every line of these files is a json structure only containing one key `text` (yeah it is a dataset for NLP model). The code snippet is as:
```python
ds = load_dataset("json", data_files=LIST_OF_FILE_PATHS, num_proc=16)['train']
```
However, I found that the loading process can get stuck -- the progress bar `Generating train split` no more proceed. When I was trying to find the cause and solution, I found a really strange behavior. If I load the dataset in this way:
```python
dlist = list()
for _ in LIST_OF_FILE_PATHS:
dlist.append(load_dataset("json", data_files=_)['train'])
ds = concatenate_datasets(dlist)
```
I can actually successfully load all the files despite its slow speed. But if I load them in batch like above, things go wrong. I did try to use Control-C to trace the stuck point but the program cannot be terminated in this way when `num_proc` is set to `None`. The only thing I can do is use Control-Z to hang it up then kill it. If I use more than 2 cpus, a Control-C would simply cause the following error:
```bash
^C
Process ForkPoolWorker-1:
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 314, in _bootstrap
self.run()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/process.py", line 108, in run
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 114, in worker
task = get()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/queues.py", line 368, in get
res = self._reader.recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 224, in recv_bytes
buf = self._recv_bytes(maxlength)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
Generating train split: 92431 examples [01:23, 1104.25 examples/s]
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1373, in iflatmap_unordered
yield queue.get(timeout=0.05)
File "<string>", line 2, in get
File "/usr/local/lib/python3.10/dist-packages/multiprocess/managers.py", line 818, in _callmethod
kind, result = conn.recv()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 258, in recv
buf = self._recv_bytes()
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 422, in _recv_bytes
buf = self._recv(4)
File "/usr/local/lib/python3.10/dist-packages/multiprocess/connection.py", line 387, in _recv
chunk = read(handle, remaining)
KeyboardInterrupt
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/mnt/data/liyongyuan/source/batch_load.py", line 11, in <module>
a = load_dataset(
File "/usr/local/lib/python3.10/dist-packages/datasets/load.py", line 2133, in load_dataset
builder_instance.download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 954, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1049, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.10/dist-packages/datasets/builder.py", line 1842, in _prepare_split
for job_id, done, content in iflatmap_unordered(
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in iflatmap_unordered
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/datasets/utils/py_utils.py", line 1387, in <listcomp>
[async_result.get(timeout=0.05) for async_result in async_results]
File "/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py", line 770, in get
raise TimeoutError
multiprocess.context.TimeoutError
```
I have validated the basic correctness of these `.jsonl` files. They are correctly formatted (or they cannot be loaded singly by `load_dataset`) though some of the json may contain too long text (more than 1e7 characters). I do not know if this could be the problem. And there should not be any bottleneck in system's resource. The whole dataset is ~300GB, and I am using a cloud server with plenty of storage and 1TB ram.
Thanks for your efforts and patience! Any suggestion or help would be appreciated.
### Steps to reproduce the bug
1. use load_dataset() with `data_files = LIST_OF_FILES`
### Expected behavior
All the files should be smoothly loaded.
### Environment info
- Datasets: A private dataset. ~2500 `.jsonl` files. ~300GB in total. Each json structure only contains one key: `text`. Format checked.
- `datasets` version: 2.14.2
- Platform: Linux-4.19.91-014.kangaroo.alios7.x86_64-x86_64-with-glibc2.35
- Python version: 3.10.6
- Huggingface_hub version: 0.15.1
- PyArrow version: 10.0.1.dev0+ga6eabc2b.d20230609
- Pandas version: 1.5.2
I've had similar weird issues with `load_dataset` as well. Not multiple files, but dataset is quite big, about 50G. | [
-1.1857736110687256,
-0.9407454133033752,
-0.7441576719284058,
1.4746325016021729,
-0.11657063663005829,
-1.2399708032608032,
0.11755771934986115,
-1.0479322671890259,
1.7225706577301025,
-0.7684071063995361,
0.38269880414009094,
-1.6014268398284912,
0.03821048140525818,
-0.6209810972213745,
-0.7727939486503601,
-0.8944603800773621,
-0.4088424742221832,
-0.8194125294685364,
1.0283896923065186,
2.462496757507324,
1.2099568843841553,
-1.403232216835022,
2.7265608310699463,
0.6924651861190796,
-0.2164050042629242,
-1.0413557291030884,
0.5166077613830566,
-0.010159664787352085,
-1.1726576089859009,
-0.4255408048629761,
-0.9635022878646851,
-0.10558275878429413,
-0.6585036516189575,
-0.5079758167266846,
0.05268178880214691,
0.4019443094730377,
-0.24002186954021454,
-0.3776376247406006,
-0.57227623462677,
-0.7602928280830383,
0.5162822604179382,
-0.3317278325557709,
0.972929060459137,
-0.28395286202430725,
1.8031069040298462,
-0.6038073301315308,
0.46886107325553894,
0.7760091423988342,
1.354609489440918,
0.2248118817806244,
-0.0016446355730295181,
0.3432528078556061,
0.3676868677139282,
0.04271122068166733,
0.5380293726921082,
1.1995790004730225,
0.6081677675247192,
0.5152134895324707,
0.7276692390441895,
-2.184246063232422,
1.2898826599121094,
-1.0188233852386475,
0.3503153324127197,
1.2698777914047241,
-0.9048412442207336,
0.3893762230873108,
-1.8603965044021606,
-0.04896062612533569,
0.6037646532058716,
-2.244311571121216,
0.2338779866695404,
-1.3310497999191284,
-0.49006420373916626,
0.9795165061950684,
0.3442109227180481,
-1.3024133443832397,
0.18255537748336792,
-0.42121222615242004,
1.051797866821289,
0.4166954457759857,
1.1190639734268188,
-1.6669014692306519,
-0.009774336591362953,
-0.3293585479259491,
0.1635141670703888,
-1.2263544797897339,
-1.5070654153823853,
0.5729089975357056,
0.6171499490737915,
0.5612480640411377,
-0.13687685132026672,
1.0765891075134277,
-1.0261775255203247,
0.8335713744163513,
-0.9632993936538696,
-1.7179174423217773,
-1.4542927742004395,
-2.2724311351776123,
-2.305119037628174,
0.8332210779190063,
-0.48154833912849426,
-0.4861609935760498,
2.066084861755371,
-0.9672607183456421,
-1.760550856590271,
1.1019209623336792,
0.2541908919811249,
0.0005201064050197601,
2.344029188156128,
0.1405647099018097,
-0.7619856595993042,
0.4461615979671478,
-0.719220757484436,
0.8046331405639648,
-0.3599391579627991,
1.3694673776626587,
0.4728565514087677,
-1.0297503471374512,
1.5947773456573486,
-0.4017045795917511,
0.5501520037651062,
-0.6440993547439575,
-0.5337281823158264,
-0.7929158806800842,
0.33021658658981323,
1.9039069414138794,
-0.30433639883995056,
1.5482233762741089,
-0.34435856342315674,
-1.5470677614212036,
-1.564254879951477,
0.888276219367981,
0.48914024233818054,
-0.8056665658950806,
0.10974583774805069,
-0.39614608883857727,
0.15515007078647614,
-0.05539649724960327,
1.18917715549469,
1.2156568765640259,
0.746762752532959,
-0.36024799942970276,
-0.8663837909698486,
0.1407097578048706,
-0.06023271381855011,
-0.7152811884880066,
-1.8659703731536865,
-0.3546149730682373,
0.1788507103919983,
0.6218679547309875,
-1.193255066871643,
1.7748363018035889,
0.92495197057724,
1.9225759506225586,
1.0170502662658691,
-0.3195354640483856,
1.516502857208252,
-0.03558150306344032,
1.8763700723648071,
-0.4583948850631714,
0.5885534286499023,
-0.360810786485672,
-1.196715235710144,
0.8377751708030701,
-0.29318201541900635,
-2.038484573364258,
-0.7103738784790039,
-0.834315299987793,
-0.17930953204631805,
-0.7523581385612488,
0.8580973744392395,
-0.3118514120578766,
-1.4367921352386475,
0.17469334602355957,
-0.6502706408500671,
0.114289291203022,
-1.2390071153640747,
0.29432353377342224,
0.6449299454689026,
-0.7074230909347534,
0.07158519327640533,
-0.3197842836380005,
-1.2106208801269531,
-0.549460768699646,
0.2689276933670044,
1.8636901378631592,
-0.7478760480880737,
0.9734770655632019,
1.032645583152771,
-0.6845254302024841,
-0.028486648574471474,
0.3420042097568512,
-0.29361337423324585,
0.8849694728851318,
-1.0835940837860107,
-0.4671410620212555,
1.1719520092010498,
-0.16941338777542114,
-0.6102598905563354,
1.4208518266677856,
0.7856005430221558,
-1.054190993309021,
-0.24877195060253143,
-0.2335503250360489,
-0.8555761575698853,
0.04584003984928131,
-1.586504340171814,
-0.11513541638851166,
0.4020754098892212,
-1.5483136177062988,
-0.38727813959121704,
-0.20324184000492096,
1.27974271774292,
-0.22253526747226715,
1.4569973945617676,
-0.33041122555732727,
-0.24466556310653687,
-0.32929882407188416,
-0.4515054523944855,
0.16523446142673492,
-0.11603590846061707,
-0.6699464917182922,
0.16696299612522125,
-0.7458930611610413,
0.3739664554595947,
1.4462465047836304,
0.3052820861339569,
0.036311499774456024,
0.5148871541023254,
1.1212682723999023,
0.3424697816371918,
0.044216401875019073,
-0.9726801514625549,
-1.5047413110733032,
2.0229122638702393,
-1.439529299736023,
1.9469588994979858,
0.7661038637161255,
-0.06159823387861252,
-1.8067489862442017,
-1.8054803609848022,
1.3576617240905762,
1.1666648387908936,
2.3743810653686523,
0.5515940189361572,
0.38672754168510437,
-0.8191073536872864,
-0.6778033971786499,
0.3580164611339569,
-1.0762383937835693,
-0.7609761357307434,
0.12679025530815125,
2.3991148471832275,
1.8205279111862183,
-0.502000093460083,
-0.2354866862297058,
-1.0072424411773682,
1.381729006767273,
-0.22363805770874023,
0.2667018473148346,
2.015361785888672,
-0.2953281104564667,
-1.0586005449295044,
1.2469573020935059,
-2.3405649662017822,
0.18798625469207764,
2.040473699569702,
0.2513265609741211,
0.1753658950328827,
-1.4550968408584595,
-0.6100200414657593,
-0.19842049479484558,
-0.4470710754394531,
-1.256653904914856,
0.5058630108833313,
-0.27943867444992065,
-0.7859964966773987,
-1.4496008157730103,
0.15890000760555267,
-1.1547420024871826,
-1.689998745918274,
0.2607925534248352,
1.9289904832839966,
2.0340874195098877,
-0.7462478876113892,
1.5081462860107422,
-0.3079971373081207,
0.18657687306404114,
1.286574363708496,
1.286323070526123,
3.098590850830078,
1.9048638343811035,
-1.2199252843856812,
0.6274429559707642,
-0.21113325655460358,
-0.49390748143196106,
1.138333797454834,
-1.1720070838928223,
1.1568132638931274,
-0.1872391402721405,
-1.1009259223937988,
-1.19161057472229,
1.007169485092163,
0.47824111580848694,
0.02073085308074951,
-0.5081774592399597,
1.2130450010299683,
0.09992562979459763,
1.3254599571228027,
0.5691626071929932,
-0.3873027265071869,
0.6314074993133545,
-0.3668352961540222,
-0.4965443015098572,
1.613722324371338,
0.1891213208436966,
-1.384263277053833,
-2.328956127166748,
-0.18701601028442383,
-0.9365720152854919,
0.045867085456848145,
-0.580862283706665,
-0.958073616027832,
1.6262056827545166,
0.34906628727912903,
-1.2879420518875122,
-0.2250802218914032,
-0.3236059546470642,
-0.6110820174217224,
2.636465072631836,
-1.3133381605148315,
-0.21953465044498444,
-0.9799793362617493,
-0.6194500923156738,
1.666200041770935,
-1.160622477531433,
-0.24824216961860657,
-1.0042481422424316,
-0.5782238841056824,
-1.3139687776565552,
-0.504253089427948,
0.006970008835196495,
-0.9177166819572449,
0.8342537879943848,
0.17317669093608856,
-1.152393102645874,
-0.3344455063343048,
-0.8396942615509033,
0.9102033972740173,
-0.10824748873710632,
0.16855069994926453,
1.856787085533142,
0.35888707637786865,
-0.39788252115249634,
0.7186763882637024,
1.1461787223815918,
0.6140767931938171,
-0.5669205784797668,
0.20943814516067505,
-0.6787242889404297,
0.28269535303115845,
-1.2839521169662476,
0.3277348577976227,
-2.8885583877563477,
0.7232061624526978,
-0.09950622171163559,
-0.08384138345718384,
-0.08552236109972,
-1.3513370752334595,
1.0464576482772827,
2.6293892860412598,
-1.1441740989685059,
0.47064316272735596,
0.32985731959342957,
1.160235047340393,
-1.6788133382797241,
0.2724669575691223,
-0.4323078393936157,
2.1404330730438232,
0.15187376737594604,
1.2186286449432373,
-0.40442413091659546,
-2.308438539505005,
0.5948107242584229,
-1.2602182626724243,
-1.1369141340255737,
0.7923150658607483,
-0.7879585027694702,
0.13558050990104675,
-1.4016728401184082,
-0.21533024311065674,
-0.9284399747848511,
-1.179283618927002,
0.7575048208236694,
0.1545705497264862,
0.4516685903072357,
-0.6421931982040405,
0.32089704275131226,
-2.166081190109253,
-1.3812161684036255,
-0.20191077888011932,
-0.935924232006073,
0.48065775632858276,
-0.3313238322734833,
0.6799854040145874,
-0.1405913531780243,
0.048482559621334076,
0.33047324419021606,
1.4958500862121582,
3.4104464054107666,
0.15938714146614075,
0.31089693307876587,
-0.19146916270256042,
-0.893835186958313,
1.4162228107452393,
0.88791823387146,
-0.14496727287769318,
-0.5868193507194519,
-1.0717086791992188,
1.253820776939392,
2.0058417320251465,
1.0297530889511108,
0.10569362342357635,
-0.7883124351501465,
-0.722813069820404,
-0.060019999742507935,
0.17492865025997162,
0.4602712392807007,
0.8696073889732361,
0.0407901257276535,
0.09817802906036377,
1.3810077905654907,
1.1756192445755005,
-0.41315758228302,
0.3348855674266815,
-0.8387416005134583,
-0.42695140838623047,
0.4968971610069275,
0.2145848572254181,
-0.009452552534639835,
0.3268333077430725,
-1.0249592065811157,
-0.2579589784145355,
-0.3388806879520416,
-0.9548298120498657,
-0.7445858120918274,
-0.4307718276977539,
-0.3861316740512848,
1.6309629678726196,
0.07657036930322647,
-0.5334811210632324,
-0.028085755184292793,
-0.6963358521461487,
-0.08608516305685043,
-1.0765913724899292,
0.16933338344097137,
-0.09807632118463516,
-0.1379164606332779,
-0.142483651638031,
1.7149851322174072,
-0.8927140235900879,
-2.033263921737671,
0.2613278925418854,
0.24954141676425934,
-0.34509292244911194,
0.24373771250247955,
1.6935194730758667,
0.48897215723991394,
1.4522329568862915,
1.3573921918869019,
0.9454881548881531,
-0.6484937071800232,
-1.262046456336975,
0.6607219576835632,
0.980215311050415,
-1.4375168085098267,
0.7953000068664551,
-0.020188678056001663,
-0.45730048418045044,
0.6360543966293335,
1.311997890472412,
0.45368754863739014,
-2.05928635597229,
0.8549001812934875,
-0.941453754901886,
0.7588342428207397,
0.6597298383712769,
0.6531943082809448,
0.20979832112789154,
0.8596407771110535,
-1.1750915050506592,
-1.1869553327560425,
-0.6938489675521851,
-0.6629811525344849,
1.99611496925354,
-0.20582151412963867,
0.6047783493995667,
-0.166952446103096,
-1.2926483154296875,
-0.16168172657489777,
0.7285361886024475,
0.40200361609458923,
-0.44407919049263,
0.7771522402763367,
-0.6781615018844604,
-1.0751254558563232,
-1.4056015014648438,
-0.45740246772766113,
-1.0413670539855957,
-0.8711357712745667,
1.0231027603149414,
0.7878109216690063,
0.3527986705303192,
1.924103021621704,
0.6656416058540344,
0.2717441916465759,
-2.5978899002075195,
0.868948757648468,
0.3302416503429413,
-0.08382503688335419,
0.8692384362220764,
0.29761430621147156,
1.0661942958831787,
-0.0428975373506546,
0.5640226006507874,
-2.350654125213623,
2.2765297889709473,
-0.18213337659835815,
0.6861506700515747,
0.032333776354789734,
-0.2379818707704544,
1.1013121604919434,
0.5840322375297546,
0.576834499835968,
-1.1082333326339722,
0.6316280961036682,
-0.5855826139450073,
1.1901038885116577,
0.8488075733184814,
-0.7871677875518799,
-0.0008683111518621445,
1.3502707481384277,
0.47497960925102234,
-0.5334844589233398,
-0.9547038078308105,
-0.9876457452774048,
0.945563018321991,
1.6805723905563354,
-0.10287394374608994,
-0.003921165131032467,
0.8386645317077637,
0.6805384159088135,
-1.250244379043579,
0.08274426311254501,
-0.7560269832611084,
-0.761878252029419,
1.6453862190246582,
2.032870054244995,
-0.197617307305336,
-0.18333464860916138,
-0.7866719365119934,
-1.277175784111023,
0.7839676141738892,
-0.04455278813838959,
0.05087999999523163,
0.6562317609786987,
-0.6419892311096191,
1.123640775680542,
0.8160219788551331,
0.9518329501152039,
0.20252229273319244,
0.2989584803581238,
0.3617345988750458,
-0.3324471116065979,
-1.1187938451766968,
-0.24678991734981537,
-1.0892280340194702,
-2.576108455657959,
0.4648890495300293,
-0.21890562772750854,
-1.4016669988632202,
0.009480543434619904,
-0.9739300012588501,
0.8982905149459839,
-0.5727550983428955,
-1.1180434226989746,
-1.472895860671997,
0.2954536974430084,
-0.07155786454677582,
0.9305890202522278,
-1.6270309686660767,
-0.07700309157371521,
1.2112900018692017,
0.9251077771186829,
-0.654590904712677,
0.9605237245559692,
0.22694525122642517,
1.0173345804214478,
0.8269578218460083,
-0.3999858796596527,
0.5398796200752258,
-0.016454163938760757,
-1.3011225461959839,
0.4794811010360718,
1.1388471126556396,
0.13864414393901825,
1.4678304195404053,
-0.5136696100234985,
0.02861284278333187,
0.403213769197464,
-0.5807628035545349,
-0.5130099058151245,
-0.5472197532653809,
0.6829068064689636,
-0.017210179939866066,
-0.9211769104003906,
0.025153568014502525,
-0.06269404292106628,
-0.21011319756507874,
0.24059095978736877,
-1.4828931093215942,
-0.1599954515695572,
-0.35624977946281433,
-0.5556564927101135,
-1.276471734046936,
-0.050106480717659,
1.351976752281189,
-0.7318329811096191,
-0.21917471289634705,
0.48565927147865295,
0.4128744602203369,
0.49645423889160156,
0.5929173827171326,
-0.7269665598869324,
-0.36162298917770386,
-0.24627771973609924,
-0.36984002590179443,
0.28233668208122253,
1.316089391708374,
-0.14444801211357117,
-0.9992629885673523,
0.699063777923584,
-0.38259032368659973,
0.0544123649597168,
1.9495508670806885,
0.12797223031520844,
-0.7993029952049255,
0.3344654142856598,
-0.7151427268981934,
1.8554134368896484,
1.807225227355957,
1.2634577751159668,
-0.13580471277236938,
-0.8974276185035706,
0.6457607746124268,
-0.38154345750808716,
-0.3979913592338562,
0.9249047636985779,
0.3525339365005493,
-0.20610910654067993,
-1.426829218864441,
0.7358364462852478,
1.3347903490066528,
-0.8025565147399902,
-0.8295329213142395,
0.09899698197841644,
-0.8371274471282959,
1.0565483570098877,
0.6693841814994812,
0.38482269644737244,
0.24250520765781403,
1.6328611373901367,
0.7659339308738708,
-0.49272406101226807,
0.56073397397995,
0.5103975534439087,
-0.17157547175884247,
-2.113798141479492,
-1.1865376234054565,
0.2917010486125946,
-0.5235059261322021,
-1.6518900394439697,
1.3959109783172607,
-1.0905125141143799,
-0.981827437877655,
0.612024188041687,
0.058938995003700256,
1.4035661220550537,
0.3737771213054657,
1.610931634902954,
2.113927125930786,
0.8295891284942627,
0.3936780095100403,
1.265575647354126,
-0.11900375038385391,
-0.48769399523735046,
1.8852075338363647,
-0.4626515805721283,
0.48724365234375,
1.056398630142212,
-0.34424537420272827,
-1.0873662233352661,
-0.8167374730110168,
-1.1755986213684082,
-0.6811343431472778,
1.1421849727630615,
0.09619375318288803,
-1.0854218006134033,
0.29008960723876953,
1.6480762958526611,
0.10531748086214066,
-0.28998473286628723,
0.6317206621170044,
0.35889267921447754,
-0.771394670009613,
-0.014612091705203056,
-0.959479570388794,
0.5414214134216309,
-0.20882725715637207,
-0.35919004678726196,
0.3234575688838959,
0.46947768330574036,
1.3138418197631836,
-0.032530803233385086,
0.11772935092449188,
1.1937856674194336,
-1.434771180152893,
1.4975249767303467,
-0.6596755385398865,
0.3768799304962158,
-2.4442501068115234,
1.382062554359436,
-0.8422481417655945,
1.948033332824707,
-2.6141459941864014,
0.3736844062805176,
-0.5740783214569092,
-0.4890991151332855,
0.27379336953163147,
-0.33868926763534546,
0.1370794028043747,
-0.1191677451133728,
-1.1200543642044067,
0.018972571939229965,
-0.7024657130241394,
0.5896080136299133,
1.1115639209747314,
1.3885365724563599,
-1.0890425443649292,
-0.2629130780696869,
-1.751060128211975,
-0.1562928855419159,
-0.641274094581604,
0.3397183120250702,
-2.0135340690612793,
-0.18938960134983063,
-1.9122422933578491,
-2.310183048248291,
-1.3322786092758179,
-0.8734745383262634,
1.0172775983810425,
0.14468906819820404,
-0.9001511335372925,
1.1617234945297241,
-0.3717103898525238,
-1.868216633796692,
1.133630633354187,
-2.1540725231170654
] |
https://github.com/huggingface/datasets/issues/6099 | How do i get "amazon_us_reviews | Seems like the problem isn't with the library, but the dataset itself hosted on AWS S3.
Its [homepage](https://s3.amazonaws.com/amazon-reviews-pds/readme.html) returns an `AccessDenied` XML response, which is the same thing you get if you try to log the `record` that triggers the exception
```python
try:
example = self.info.features.encode_example(record) if self.info.features is not None else record
except Exception as e:
print(record)
```
⬇️
```
{'<?xml version="1.0" encoding="UTF-8"?>': '<Error><Code>AccessDenied</Code><Message>Access Denied</Message><RequestId>N2HFJ82ZV8SZW9BV</RequestId><HostId>Zw2DQ0V2GdRmvH5qWEpumK4uj5+W8YPcilQbN9fLBr3VqQOcKPHOhUZLG3LcM9X5fkOetxp48Os=</HostId></Error>'}
``` | ### Feature request
I have been trying to load 'amazon_us_dataset" but unable to do so.
`amazon_us_reviews = load_dataset('amazon_us_reviews')`
`print(amazon_us_reviews)`
> [ValueError: Config name is missing.
Please pick one among the available configs: ['Wireless_v1_00', 'Watches_v1_00', 'Video_Games_v1_00', 'Video_DVD_v1_00', 'Video_v1_00', 'Toys_v1_00', 'Tools_v1_00', 'Sports_v1_00', 'Software_v1_00', 'Shoes_v1_00', 'Pet_Products_v1_00', 'Personal_Care_Appliances_v1_00', 'PC_v1_00', 'Outdoors_v1_00', 'Office_Products_v1_00', 'Musical_Instruments_v1_00', 'Music_v1_00', 'Mobile_Electronics_v1_00', 'Mobile_Apps_v1_00', 'Major_Appliances_v1_00', 'Luggage_v1_00', 'Lawn_and_Garden_v1_00', 'Kitchen_v1_00', 'Jewelry_v1_00', 'Home_Improvement_v1_00', 'Home_Entertainment_v1_00', 'Home_v1_00', 'Health_Personal_Care_v1_00', 'Grocery_v1_00', 'Gift_Card_v1_00', 'Furniture_v1_00', 'Electronics_v1_00', 'Digital_Video_Games_v1_00', 'Digital_Video_Download_v1_00', 'Digital_Software_v1_00', 'Digital_Music_Purchase_v1_00', 'Digital_Ebook_Purchase_v1_00', 'Camera_v1_00', 'Books_v1_00', 'Beauty_v1_00', 'Baby_v1_00', 'Automotive_v1_00', 'Apparel_v1_00', 'Digital_Ebook_Purchase_v1_01', 'Books_v1_01', 'Books_v1_02']
Example of usage:
`load_dataset('amazon_us_reviews', 'Wireless_v1_00')`]
__________________________________________________________________________
`amazon_us_reviews = load_dataset('amazon_us_reviews', 'Watches_v1_00')
print(amazon_us_reviews)`
**ERROR**
`Generating` train split: 0%
0/960872 [00:00<?, ? examples/s]
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
/usr/local/lib/python3.10/dist-packages/datasets/builder.py in _prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, split_info, check_duplicate_keys, job_id)
1692 )
-> 1693 example = self.info.features.encode_example(record) if self.info.features is not None else record
1694 writer.write(example, key)
11 frames
KeyError: 'marketplace'
The above exception was the direct cause of the following exception:
DatasetGenerationError Traceback (most recent call last)
/usr/local/lib/python3.10/dist-packages/datasets/builder.py in _prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, split_info, check_duplicate_keys, job_id)
1710 if isinstance(e, SchemaInferenceError) and e.__context__ is not None:
1711 e = e.__context__
-> 1712 raise DatasetGenerationError("An error occurred while generating the dataset") from e
1713
1714 yield job_id, True, (total_num_examples, total_num_bytes, writer._features, num_shards, shard_lengths)
DatasetGenerationError: An error occurred while generating the dataset
### Motivation
The dataset I'm using
https://huggingface.co/datasets/amazon_us_reviews
### Your contribution
What is the best way to load this data | 5 | 67 | How do i get "amazon_us_reviews
### Feature request
I have been trying to load 'amazon_us_dataset" but unable to do so.
`amazon_us_reviews = load_dataset('amazon_us_reviews')`
`print(amazon_us_reviews)`
> [ValueError: Config name is missing.
Please pick one among the available configs: ['Wireless_v1_00', 'Watches_v1_00', 'Video_Games_v1_00', 'Video_DVD_v1_00', 'Video_v1_00', 'Toys_v1_00', 'Tools_v1_00', 'Sports_v1_00', 'Software_v1_00', 'Shoes_v1_00', 'Pet_Products_v1_00', 'Personal_Care_Appliances_v1_00', 'PC_v1_00', 'Outdoors_v1_00', 'Office_Products_v1_00', 'Musical_Instruments_v1_00', 'Music_v1_00', 'Mobile_Electronics_v1_00', 'Mobile_Apps_v1_00', 'Major_Appliances_v1_00', 'Luggage_v1_00', 'Lawn_and_Garden_v1_00', 'Kitchen_v1_00', 'Jewelry_v1_00', 'Home_Improvement_v1_00', 'Home_Entertainment_v1_00', 'Home_v1_00', 'Health_Personal_Care_v1_00', 'Grocery_v1_00', 'Gift_Card_v1_00', 'Furniture_v1_00', 'Electronics_v1_00', 'Digital_Video_Games_v1_00', 'Digital_Video_Download_v1_00', 'Digital_Software_v1_00', 'Digital_Music_Purchase_v1_00', 'Digital_Ebook_Purchase_v1_00', 'Camera_v1_00', 'Books_v1_00', 'Beauty_v1_00', 'Baby_v1_00', 'Automotive_v1_00', 'Apparel_v1_00', 'Digital_Ebook_Purchase_v1_01', 'Books_v1_01', 'Books_v1_02']
Example of usage:
`load_dataset('amazon_us_reviews', 'Wireless_v1_00')`]
__________________________________________________________________________
`amazon_us_reviews = load_dataset('amazon_us_reviews', 'Watches_v1_00')
print(amazon_us_reviews)`
**ERROR**
`Generating` train split: 0%
0/960872 [00:00<?, ? examples/s]
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
/usr/local/lib/python3.10/dist-packages/datasets/builder.py in _prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, split_info, check_duplicate_keys, job_id)
1692 )
-> 1693 example = self.info.features.encode_example(record) if self.info.features is not None else record
1694 writer.write(example, key)
11 frames
KeyError: 'marketplace'
The above exception was the direct cause of the following exception:
DatasetGenerationError Traceback (most recent call last)
/usr/local/lib/python3.10/dist-packages/datasets/builder.py in _prepare_split_single(self, gen_kwargs, fpath, file_format, max_shard_size, split_info, check_duplicate_keys, job_id)
1710 if isinstance(e, SchemaInferenceError) and e.__context__ is not None:
1711 e = e.__context__
-> 1712 raise DatasetGenerationError("An error occurred while generating the dataset") from e
1713
1714 yield job_id, True, (total_num_examples, total_num_bytes, writer._features, num_shards, shard_lengths)
DatasetGenerationError: An error occurred while generating the dataset
### Motivation
The dataset I'm using
https://huggingface.co/datasets/amazon_us_reviews
### Your contribution
What is the best way to load this data
Seems like the problem isn't with the library, but the dataset itself hosted on AWS S3.
Its [homepage](https://s3.amazonaws.com/amazon-reviews-pds/readme.html) returns an `AccessDenied` XML response, which is the same thing you get if you try to log the `record` that triggers the exception
```python
try:
example = self.info.features.encode_example(record) if self.info.features is not None else record
except Exception as e:
print(record)
```
⬇️
```
{'<?xml version="1.0" encoding="UTF-8"?>': '<Error><Code>AccessDenied</Code><Message>Access Denied</Message><RequestId>N2HFJ82ZV8SZW9BV</RequestId><HostId>Zw2DQ0V2GdRmvH5qWEpumK4uj5+W8YPcilQbN9fLBr3VqQOcKPHOhUZLG3LcM9X5fkOetxp48Os=</HostId></Error>'}
``` | [
-1.210225224494934,
-1.2076855897903442,
-0.5899178385734558,
1.6656270027160645,
0.004276080057024956,
-1.407726764678955,
0.13049446046352386,
-1.0258605480194092,
1.3568669557571411,
-0.8192351460456848,
0.10499061644077301,
-1.3370153903961182,
-0.003387860022485256,
-0.7357089519500732,
-0.5535927414894104,
-0.645135760307312,
-0.1984367072582245,
-0.8439528346061707,
1.4069613218307495,
2.210432291030884,
1.0771844387054443,
-1.2784123420715332,
2.874554395675659,
0.7134087681770325,
-0.0638667643070221,
-1.1538865566253662,
0.4330454468727112,
-0.2653447985649109,
-0.9392576217651367,
-0.5149978995323181,
-0.850578248500824,
-0.09525898844003677,
-0.7634775638580322,
-0.09788039326667786,
-0.15268194675445557,
0.6361565589904785,
-0.4678264856338501,
-0.44046521186828613,
-0.6344451308250427,
-0.7170416116714478,
0.4539276361465454,
-0.33075350522994995,
0.9608746767044067,
-0.23293602466583252,
1.681182622909546,
-0.47491174936294556,
0.2851182818412781,
0.784346878528595,
1.278829574584961,
0.1633814126253128,
0.14690861105918884,
0.38026928901672363,
0.22397121787071228,
-0.03365974500775337,
0.6068795919418335,
1.001813530921936,
0.5345300436019897,
0.23699675500392914,
0.7897163033485413,
-2.433513641357422,
1.290249228477478,
-1.1158027648925781,
0.1610543578863144,
1.3842651844024658,
-0.5954002737998962,
0.3272398114204407,
-1.5675562620162964,
0.04536373168230057,
0.7079699039459229,
-1.9616398811340332,
0.5900647044181824,
-1.1617034673690796,
-0.4066806435585022,
0.5939295887947083,
0.5372082591056824,
-1.1958670616149902,
-0.10249854624271393,
-0.4080660343170166,
1.128000259399414,
0.5118468999862671,
0.4748923182487488,
-1.699906826019287,
0.054819270968437195,
0.033914122730493546,
0.3473580479621887,
-1.2458455562591553,
-1.705798625946045,
0.5336384773254395,
0.42615222930908203,
0.9004007577896118,
-0.06082773581147194,
1.1512850522994995,
-1.3419617414474487,
0.6575153470039368,
-1.2884385585784912,
-1.5539414882659912,
-1.262231469154358,
-2.63409686088562,
-2.2260830402374268,
0.5782156586647034,
-0.4969367980957031,
-0.6304066181182861,
2.0096817016601562,
-0.8032044768333435,
-1.5205976963043213,
1.2951574325561523,
0.16630414128303528,
0.12891386449337006,
2.5492637157440186,
0.14445346593856812,
-0.874646782875061,
0.6491203308105469,
-0.9307577610015869,
0.8942434787750244,
-0.27523595094680786,
1.3601065874099731,
0.5195751190185547,
-0.7659162878990173,
1.4580668210983276,
-0.5078427791595459,
0.624810516834259,
-0.34090447425842285,
-0.5396624207496643,
-0.9580057859420776,
0.24867521226406097,
1.6368212699890137,
0.12380026280879974,
1.3170899152755737,
-0.4155381917953491,
-1.4781368970870972,
-1.5445414781570435,
1.2362614870071411,
0.06426393240690231,
-1.168350338935852,
0.14447782933712006,
-0.6529622673988342,
0.3697661757469177,
-0.29447436332702637,
1.4101039171218872,
1.471571922302246,
0.38914722204208374,
-0.6313988566398621,
-0.7663823366165161,
-0.12903627753257751,
-0.42137467861175537,
-0.7936902046203613,
-1.8142924308776855,
-0.08673470467329025,
0.040670957416296005,
0.6674957871437073,
-0.9456651210784912,
1.8394280672073364,
0.8803703784942627,
2.0485520362854004,
0.845221757888794,
-0.3151698112487793,
1.2785146236419678,
0.00005810242146253586,
1.720511555671692,
-0.727744996547699,
0.3888530731201172,
-0.4364479184150696,
-0.9577677845954895,
0.9937989711761475,
-0.2541348338127136,
-1.790514349937439,
-0.8596090078353882,
-0.6773314476013184,
-0.3794596791267395,
-0.717743456363678,
0.5647395253181458,
-0.4480542540550232,
-1.5472736358642578,
0.2019083946943283,
-0.7155848741531372,
0.4135091304779053,
-1.0086767673492432,
0.2829146385192871,
0.535873532295227,
-0.6549561619758606,
0.13142725825309753,
-0.02421613782644272,
-1.3086822032928467,
-0.589641809463501,
0.88921058177948,
1.8333200216293335,
-0.3410009741783142,
0.427082359790802,
1.0636069774627686,
-0.45642268657684326,
0.06618424504995346,
0.0847572386264801,
-0.15333279967308044,
0.3910595178604126,
-0.9766692519187927,
-0.8112574219703674,
1.399424433708191,
-0.4253351092338562,
-0.8040767908096313,
1.4840502738952637,
0.8294554352760315,
-1.1904504299163818,
-0.08783432841300964,
-0.2914966940879822,
-0.952640950679779,
0.19159404933452606,
-1.6431506872177124,
-0.12051217257976532,
0.8109571933746338,
-1.4818313121795654,
-0.17697036266326904,
-0.28869760036468506,
1.1779723167419434,
0.003311261534690857,
1.2718478441238403,
-0.6217518448829651,
0.041214991360902786,
0.035499658435583115,
-0.6562933921813965,
0.37938326597213745,
-0.21529383957386017,
-0.32851701974868774,
-0.3954307436943054,
-0.8601893782615662,
0.5059376955032349,
1.4699455499649048,
-0.04866672307252884,
0.07238081097602844,
0.21858654916286469,
1.2743110656738281,
0.29731273651123047,
0.30780118703842163,
-0.7257699370384216,
-1.314125657081604,
1.889410138130188,
-1.582964539527893,
2.0784246921539307,
0.4990677833557129,
-0.02205764874815941,
-1.837114691734314,
-1.6086084842681885,
1.201932668685913,
1.0154391527175903,
1.839293122291565,
0.39368391036987305,
0.27081531286239624,
-0.9781020879745483,
-0.8647156357765198,
0.0026127807796001434,
-0.7459132671356201,
-0.4674784541130066,
0.1477011740207672,
2.4664461612701416,
1.845963716506958,
-0.3466310501098633,
-0.1747690588235855,
-0.6480832695960999,
1.657706379890442,
-0.4793803095817566,
0.4831036925315857,
2.1193933486938477,
-0.25760677456855774,
-0.7761260271072388,
1.6101703643798828,
-2.6984970569610596,
0.4672843813896179,
2.372407913208008,
0.2649036645889282,
0.4158872365951538,
-1.1040525436401367,
-0.6779287457466125,
-0.6785708069801331,
-0.1327590048313141,
-1.316164255142212,
0.5729241967201233,
-0.4916074872016907,
-0.7749151587486267,
-1.3347010612487793,
0.4333084225654602,
-1.0847443342208862,
-1.5833227634429932,
0.3183261752128601,
2.103281021118164,
2.4041569232940674,
-0.6306108236312866,
1.5512393712997437,
-0.007784207817167044,
0.20612473785877228,
1.2300636768341064,
1.3499733209609985,
2.845396041870117,
1.7266435623168945,
-1.1758760213851929,
0.4977846145629883,
-0.42966365814208984,
-0.7066797018051147,
1.0213794708251953,
-1.1420575380325317,
1.1663846969604492,
-0.05476696789264679,
-1.2194428443908691,
-1.334078073501587,
1.1617594957351685,
0.5064898133277893,
-0.0215921588242054,
-0.4666362404823303,
1.2061923742294312,
-0.07301675528287888,
1.2218153476715088,
0.7493334412574768,
-0.43469029664993286,
0.2239176481962204,
-0.3820257782936096,
-0.9302724003791809,
1.4656208753585815,
0.24327035248279572,
-1.6889475584030151,
-2.0539350509643555,
-0.38808900117874146,
-0.7484136819839478,
0.11090066283941269,
-0.5279773473739624,
-1.1371877193450928,
1.4302864074707031,
0.1062920093536377,
-1.0905733108520508,
-0.19754262268543243,
-0.175728440284729,
-0.2696554660797119,
2.7831785678863525,
-0.9073716998100281,
-0.2467544674873352,
-0.9142609238624573,
-0.7358637452125549,
1.7873032093048096,
-1.318844199180603,
-0.2890281081199646,
-1.3964159488677979,
-0.35565823316574097,
-1.0720001459121704,
-0.3030719757080078,
0.08364307880401611,
-0.9669814109802246,
1.0273404121398926,
0.48243510723114014,
-1.1686762571334839,
-0.3992760181427002,
-1.1077864170074463,
1.2440744638442993,
-0.2313564419746399,
0.1320086419582367,
1.426996111869812,
-0.09177441149950027,
-0.4927833676338196,
1.0818347930908203,
1.1259385347366333,
0.5235150456428528,
-0.6695930361747742,
-0.1684689223766327,
-0.13044239580631256,
0.5572344660758972,
-1.0423877239227295,
0.459705114364624,
-3.0644073486328125,
0.6658030152320862,
-0.08722704648971558,
-0.34145885705947876,
-0.15602488815784454,
-1.7850298881530762,
1.2232521772384644,
2.292124032974243,
-1.3759785890579224,
0.8795415759086609,
0.28657811880111694,
1.236118197441101,
-1.7205818891525269,
0.4713534712791443,
-0.4212278723716736,
1.97178053855896,
0.010953184217214584,
1.3331756591796875,
-0.5974486470222473,
-2.785918712615967,
0.6235342621803284,
-1.135292887687683,
-0.9101631045341492,
0.6342471241950989,
-1.1590989828109741,
0.5013990998268127,
-1.60431969165802,
-0.5858711004257202,
-1.1055039167404175,
-1.2915143966674805,
0.47223347425460815,
0.32373547554016113,
0.30443984270095825,
-0.44573307037353516,
0.1576235592365265,
-2.4738998413085938,
-1.6853656768798828,
0.028064537793397903,
-0.9745598435401917,
0.9441985487937927,
-0.6840437054634094,
0.3939555287361145,
-0.06484653055667877,
0.16767986118793488,
0.12203171849250793,
1.9222233295440674,
3.461688280105591,
-0.038762226700782776,
0.2616981863975525,
-0.14331555366516113,
-0.8668848276138306,
1.289034366607666,
0.7618101835250854,
-0.1277521699666977,
-0.4414854645729065,
-0.9162626266479492,
1.3535770177841187,
2.1725475788116455,
0.5025514960289001,
-0.20749692618846893,
-0.669009268283844,
-0.37805110216140747,
-0.14053131639957428,
0.34876757860183716,
0.7273016571998596,
0.8370339870452881,
0.1294945627450943,
-0.1535031795501709,
1.1980621814727783,
1.021328091621399,
-0.43237918615341187,
0.33095699548721313,
-0.9550994634628296,
-0.22235724329948425,
0.5584542155265808,
-0.09988810867071152,
-0.31367379426956177,
0.6109278798103333,
-0.8184192776679993,
-0.2740359306335449,
-0.38542044162750244,
-0.5391601324081421,
-0.7834737300872803,
-0.30326974391937256,
-0.5900498032569885,
1.357992172241211,
0.5978986620903015,
-0.7652480602264404,
0.23053386807441711,
-0.36358755826950073,
-0.24375613033771515,
-1.1285080909729004,
-0.04514545947313309,
-0.22764725983142853,
-0.3169388175010681,
-0.43946605920791626,
1.6149792671203613,
-0.9094502925872803,
-1.9904204607009888,
-0.19490422308444977,
0.514474093914032,
0.1926998347043991,
0.3426697254180908,
1.8582179546356201,
0.1355520635843277,
1.5770585536956787,
1.3802621364593506,
0.8927075862884521,
-0.8777205944061279,
-1.273087501525879,
0.6913639307022095,
0.8971491456031799,
-1.3372564315795898,
0.7733129858970642,
-0.22003789246082306,
-0.4611368179321289,
0.7624301910400391,
1.3862580060958862,
0.42917704582214355,
-1.9775104522705078,
1.0535575151443481,
-1.450316309928894,
1.2817925214767456,
0.9948550462722778,
0.47844433784484863,
0.49309593439102173,
0.9611654877662659,
-1.010849952697754,
-1.006635069847107,
-0.8791612982749939,
-1.1208795309066772,
1.973947525024414,
-0.730656623840332,
0.6304389238357544,
0.19190426170825958,
-1.1622687578201294,
0.07389011979103088,
0.7545357942581177,
0.7704148292541504,
-0.32005566358566284,
0.6891259551048279,
-0.8924314975738525,
-1.0763399600982666,
-1.1235287189483643,
-0.4449293613433838,
-1.2491129636764526,
-1.074207067489624,
0.7771356105804443,
0.7565221190452576,
0.411258339881897,
1.779042363166809,
0.7999269366264343,
0.5987473130226135,
-2.3146960735321045,
1.0212346315383911,
0.14241838455200195,
0.0026575513184070587,
0.5834146738052368,
0.5550764799118042,
1.2536181211471558,
0.22779113054275513,
0.5620061159133911,
-2.252286434173584,
2.234640121459961,
-0.16716912388801575,
0.7293847799301147,
-0.3336590528488159,
-0.17689232528209686,
1.0469987392425537,
0.5857565999031067,
0.367010235786438,
-0.9330582618713379,
0.6918842792510986,
-0.344753623008728,
1.2816226482391357,
0.9383744597434998,
-0.8651370406150818,
0.09119991213083267,
1.5379867553710938,
0.13376307487487793,
-1.0344265699386597,
-1.2139235734939575,
-0.871809184551239,
0.6158676743507385,
1.128057837486267,
-0.18427661061286926,
-0.2781570553779602,
0.6295852065086365,
0.6280599236488342,
-1.0339771509170532,
0.10141491889953613,
-0.38715219497680664,
-0.6377065777778625,
1.7574594020843506,
2.0886964797973633,
-0.559212327003479,
0.28490257263183594,
-0.5996301770210266,
-1.3925811052322388,
0.5229480266571045,
-0.13023564219474792,
-0.2075139582157135,
0.17138510942459106,
-0.45400702953338623,
0.7497163414955139,
0.35222554206848145,
0.833016037940979,
-0.016863349825143814,
0.38693875074386597,
0.6733444333076477,
-0.6780864000320435,
-1.0972853899002075,
-0.6176152229309082,
-1.4139716625213623,
-2.480553150177002,
0.18748946487903595,
-0.3185712695121765,
-1.5156983137130737,
0.1472565084695816,
-0.785729169845581,
1.1074588298797607,
-0.6563748717308044,
-1.055670976638794,
-1.1924864053726196,
0.39504653215408325,
0.023491207510232925,
0.8567736148834229,
-1.9032783508300781,
-0.22709371149539948,
1.1499295234680176,
0.6834973692893982,
-0.753402054309845,
1.2836345434188843,
0.3270207643508911,
1.0520933866500854,
0.4434722065925598,
-0.4381895661354065,
0.8627181053161621,
-0.2417100965976715,
-1.3835155963897705,
0.7838159203529358,
1.1783146858215332,
0.05895195156335831,
1.3107820749282837,
0.03911576047539711,
-0.09683475643396378,
0.47304069995880127,
-0.9950792193412781,
-0.346868634223938,
0.0006741201505064964,
0.7155879735946655,
0.027320116758346558,
-0.7075086832046509,
-0.21985284984111786,
0.039648450911045074,
-0.6693775653839111,
0.23051853477954865,
-1.7220393419265747,
-0.3522859215736389,
-0.6524487137794495,
-0.26080596446990967,
-1.5924729108810425,
-0.06879851222038269,
1.3455528020858765,
-0.4729446768760681,
-0.3995169997215271,
0.44383740425109863,
0.5869684815406799,
0.5658378601074219,
0.8592292070388794,
-0.7857706546783447,
0.03455290198326111,
-0.5660000443458557,
-0.0868530124425888,
0.2608341574668884,
1.3288345336914062,
0.021441899240016937,
-1.055073857307434,
0.6635315418243408,
-0.47854989767074585,
0.1002834290266037,
1.6099050045013428,
0.027982216328382492,
-0.8110296130180359,
0.4172441363334656,
-0.9195789098739624,
1.9776335954666138,
1.6497915983200073,
1.0607073307037354,
-0.2595290541648865,
-0.9128652811050415,
0.9755042195320129,
-0.5001735687255859,
-0.12681573629379272,
0.579759418964386,
0.2589576840400696,
-0.388360857963562,
-1.1078588962554932,
1.0721962451934814,
0.9267814755439758,
-0.5810031890869141,
-0.7792497873306274,
0.14326976239681244,
-0.7258784770965576,
1.4030957221984863,
0.4255889654159546,
0.25184357166290283,
0.24630092084407806,
1.8132017850875854,
0.7934964895248413,
-0.512630045413971,
0.6426283121109009,
0.7019808888435364,
-0.45522886514663696,
-2.062368869781494,
-1.1444612741470337,
0.17180216312408447,
-0.5467655062675476,
-1.8001760244369507,
1.4187275171279907,
-0.7825311422348022,
-0.9068099856376648,
0.5307667255401611,
-0.022264765575528145,
0.936246395111084,
0.7461460828781128,
1.3585801124572754,
2.043964147567749,
0.5505794286727905,
0.9709900617599487,
1.2708516120910645,
-0.4369397759437561,
-0.4726090431213379,
1.8671215772628784,
-0.34284472465515137,
0.42558586597442627,
1.3165218830108643,
-0.3364993929862976,
-1.150960922241211,
-0.7881906628608704,
-1.086511492729187,
-0.6455144286155701,
1.1678378582000732,
0.025327980518341064,
-0.9561827778816223,
0.32384294271469116,
1.8534685373306274,
0.09782736748456955,
-0.35398048162460327,
0.7571806907653809,
0.5425701141357422,
-0.7978201508522034,
-0.10394138097763062,
-0.8120983839035034,
0.6300806403160095,
-0.5221537351608276,
-0.2146328091621399,
0.500385582447052,
0.46031898260116577,
1.2767947912216187,
-0.3941080570220947,
0.24107877910137177,
0.7182915210723877,
-1.4341745376586914,
1.2729424238204956,
-0.5982227921485901,
0.25447535514831543,
-2.2237284183502197,
0.9736270308494568,
-0.3546155095100403,
2.233795166015625,
-2.5633704662323,
0.46902984380722046,
-0.7988216876983643,
-0.7058482766151428,
0.3056824803352356,
-0.2925431728363037,
-0.23125946521759033,
0.03898214176297188,
-0.9607555866241455,
0.2775791883468628,
-0.4864264726638794,
0.48410308361053467,
1.1539243459701538,
1.334699034690857,
-0.8269096612930298,
0.039146315306425095,
-1.3482013940811157,
-0.024895060807466507,
-0.9388694763183594,
0.4137986898422241,
-2.0866646766662598,
-0.18059290945529938,
-1.9476525783538818,
-2.095041275024414,
-0.9540354013442993,
-0.8132920861244202,
1.1611050367355347,
0.17695637047290802,
-0.8647010922431946,
1.7262868881225586,
0.017691347748041153,
-1.5221697092056274,
1.1196109056472778,
-1.6851067543029785
] |
https://github.com/huggingface/datasets/issues/6089 | AssertionError: daemonic processes are not allowed to have children | We could add a "threads" parallel backend to `datasets.parallel.parallel_backend` to support downloading with threads but note that `download_and_extract` also decompresses archives, and this is a CPU-intensive task, which is not ideal for (Python) threads (good for IO-intensive tasks). | ### Describe the bug
When I load_dataset with num_proc > 0 in a deamon process, I got an error:
```python
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 564, in download_and_extract
return self.extract(self.download(url_or_urls))
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/py_utils.py", line 468, in map_nested
mapped = parallel_map(function, iterable, num_proc, types, disable_tqdm, desc, _single_map_nested)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/experimental.py", line 40, in _inner_fn
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 34, in parallel_map
return _map_with_multiprocessing_pool(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 64, in _map_with_multiprocessing_pool
with Pool(num_proc, initargs=initargs, initializer=initializer) as pool:
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/context.py", line 119, in Pool
return Pool(processes, initializer, initargs, maxtasksperchild,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 215, in __init__
self._repopulate_pool()
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 306, in _repopulate_pool
return self._repopulate_pool_static(self._ctx, self.Process,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 329, in _repopulate_pool_static
w.start()
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/process.py", line 118, in start
assert not _current_process._config.get('daemon'), ^^^^^^^^^^^^^^^^^
AssertionError: daemonic processes are not allowed to have children
```
The download is io-intensive computing, may be datasets can replece the multi processing pool by a multi threading pool if in a deamon process.
### Steps to reproduce the bug
1. start a deamon process
2. run load_dataset with num_proc > 0
### Expected behavior
No error.
### Environment info
Python 3.11.4
datasets latest master | 8 | 38 | AssertionError: daemonic processes are not allowed to have children
### Describe the bug
When I load_dataset with num_proc > 0 in a deamon process, I got an error:
```python
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 564, in download_and_extract
return self.extract(self.download(url_or_urls))
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/py_utils.py", line 468, in map_nested
mapped = parallel_map(function, iterable, num_proc, types, disable_tqdm, desc, _single_map_nested)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/experimental.py", line 40, in _inner_fn
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 34, in parallel_map
return _map_with_multiprocessing_pool(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 64, in _map_with_multiprocessing_pool
with Pool(num_proc, initargs=initargs, initializer=initializer) as pool:
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/context.py", line 119, in Pool
return Pool(processes, initializer, initargs, maxtasksperchild,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 215, in __init__
self._repopulate_pool()
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 306, in _repopulate_pool
return self._repopulate_pool_static(self._ctx, self.Process,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 329, in _repopulate_pool_static
w.start()
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/process.py", line 118, in start
assert not _current_process._config.get('daemon'), ^^^^^^^^^^^^^^^^^
AssertionError: daemonic processes are not allowed to have children
```
The download is io-intensive computing, may be datasets can replece the multi processing pool by a multi threading pool if in a deamon process.
### Steps to reproduce the bug
1. start a deamon process
2. run load_dataset with num_proc > 0
### Expected behavior
No error.
### Environment info
Python 3.11.4
datasets latest master
We could add a "threads" parallel backend to `datasets.parallel.parallel_backend` to support downloading with threads but note that `download_and_extract` also decompresses archives, and this is a CPU-intensive task, which is not ideal for (Python) threads (good for IO-intensive tasks). | [
-1.3304325342178345,
-0.843843400478363,
-0.6240853667259216,
1.2293169498443604,
0.023741507902741432,
-0.9174615740776062,
0.06877093762159348,
-1.0991508960723877,
1.8150602579116821,
-0.6466710567474365,
0.21736067533493042,
-1.551055669784546,
-0.1861899197101593,
-0.48568251729011536,
-0.6399885416030884,
-0.9412006735801697,
-0.28778788447380066,
-0.8252395987510681,
1.0269654989242554,
2.608595609664917,
1.2234467267990112,
-1.412387490272522,
2.707380771636963,
0.8097389936447144,
-0.3603209853172302,
-0.7776699066162109,
0.48141592741012573,
-0.0388236865401268,
-1.0951825380325317,
-0.6576300859451294,
-0.991340160369873,
0.02303980104625225,
-0.6472021341323853,
-0.3529244661331177,
-0.04204221069812775,
0.23380602896213531,
-0.2620423436164856,
-0.1918572634458542,
-0.7916498780250549,
-0.7969321608543396,
0.533761739730835,
-0.3538559079170227,
0.9927069544792175,
-0.4394308030605316,
1.7998770475387573,
-0.5881317853927612,
0.5424193739891052,
0.6860813498497009,
1.152274250984192,
0.05636809021234512,
-0.017423663288354874,
0.511515736579895,
0.3303428590297699,
-0.04301271587610245,
0.7841843962669373,
1.1911066770553589,
0.5725809335708618,
0.4992753565311432,
0.3974270224571228,
-2.302197217941284,
1.3348913192749023,
-1.050580620765686,
0.32438215613365173,
1.479893445968628,
-0.7309799194335938,
0.33590787649154663,
-1.7369120121002197,
0.08000855147838593,
0.7174645066261292,
-2.4402904510498047,
0.25283366441726685,
-1.2671724557876587,
-0.5861356258392334,
1.0325621366500854,
0.4068147540092468,
-1.1362403631210327,
0.08766410499811172,
-0.4590553641319275,
1.1769294738769531,
0.1981641948223114,
1.24491286277771,
-1.5459580421447754,
0.05796533823013306,
-0.14617295563220978,
0.30410197377204895,
-1.2460455894470215,
-1.631604790687561,
0.5121922492980957,
0.48947668075561523,
0.38065025210380554,
-0.1314806193113327,
1.021225929260254,
-0.9869500994682312,
0.56121826171875,
-0.8880736231803894,
-1.5188696384429932,
-1.5767793655395508,
-2.5290467739105225,
-2.3843014240264893,
0.7745110392570496,
-0.6072244644165039,
-0.38829123973846436,
2.145897626876831,
-1.041258692741394,
-1.5384067296981812,
0.9170845746994019,
0.20430254936218262,
0.13918863236904144,
2.285205841064453,
0.14447824656963348,
-0.7653111815452576,
0.44569167494773865,
-0.6788977384567261,
0.8515129685401917,
-0.21523532271385193,
1.4875693321228027,
0.5213677883148193,
-1.0824432373046875,
1.5163935422897339,
-0.567435622215271,
0.5559976696968079,
-0.35646435618400574,
-0.6333647966384888,
-0.8128358721733093,
0.42021554708480835,
1.839524269104004,
-0.2784726321697235,
1.6663795709609985,
-0.5081456303596497,
-1.5520739555358887,
-1.51868736743927,
0.9171946048736572,
0.4682583212852478,
-0.9406428933143616,
0.3041941821575165,
-0.7203582525253296,
0.04868388921022415,
-0.1318347156047821,
1.2593061923980713,
1.3898274898529053,
0.7518086433410645,
-0.28827860951423645,
-0.9010745286941528,
0.22031836211681366,
-0.11386659741401672,
-0.7923910021781921,
-1.8297474384307861,
-0.19696326553821564,
0.13190817832946777,
0.636823296546936,
-1.282250165939331,
1.6906061172485352,
0.9198295474052429,
1.9591645002365112,
0.9109857082366943,
-0.3728978931903839,
1.4761359691619873,
0.10673287510871887,
1.9084452390670776,
-0.5654444098472595,
0.5527309775352478,
-0.19124217331409454,
-1.1289507150650024,
0.7246089577674866,
-0.48534849286079407,
-2.0921213626861572,
-0.7997866868972778,
-0.6997547745704651,
-0.1271107792854309,
-0.8686096668243408,
0.8612416386604309,
-0.13222432136535645,
-1.3321717977523804,
0.11240497976541519,
-0.6415571570396423,
0.5206073522567749,
-1.2524265050888062,
0.13361425697803497,
0.6456899642944336,
-0.5201185345649719,
0.05386587977409363,
-0.29504573345184326,
-1.2281746864318848,
-0.4946044087409973,
0.23472467064857483,
1.8169169425964355,
-0.37691420316696167,
0.7533099055290222,
1.255135178565979,
-0.6906502842903137,
0.004110601730644703,
0.2567013204097748,
-0.35352984070777893,
0.8443289399147034,
-1.137229561805725,
-0.47272056341171265,
1.1565377712249756,
-0.2311088740825653,
-0.5889450907707214,
1.3273029327392578,
0.7584171295166016,
-1.426361322402954,
-0.2743675708770752,
-0.1860629767179489,
-0.7890440821647644,
0.10923869162797928,
-1.546199917793274,
-0.1389160007238388,
0.4691152572631836,
-1.6086301803588867,
-0.4089195728302002,
-0.22541208565235138,
1.3070464134216309,
-0.33431512117385864,
1.4996371269226074,
-0.15307632088661194,
0.03948540240526199,
-0.37946444749832153,
-0.30935782194137573,
0.22002547979354858,
-0.070368692278862,
-0.726814329624176,
0.2931024432182312,
-0.7637889981269836,
0.34078964591026306,
1.2684359550476074,
0.314466267824173,
-0.22319135069847107,
0.34985485672950745,
1.208448052406311,
0.3792874217033386,
-0.19451633095741272,
-0.7860596179962158,
-1.6238878965377808,
1.9106544256210327,
-1.2312949895858765,
1.6735492944717407,
0.882710337638855,
0.07301824539899826,
-1.904015302658081,
-1.8083924055099487,
1.0567853450775146,
1.17347252368927,
2.3897416591644287,
0.3945538103580475,
0.5212079882621765,
-0.7962680459022522,
-0.7153663635253906,
0.32411545515060425,
-0.8808351159095764,
-0.658397376537323,
0.2638431787490845,
2.325768232345581,
1.8435394763946533,
-0.5010067224502563,
-0.09748108685016632,
-0.8561185002326965,
1.0154129266738892,
-0.267787367105484,
0.06630831956863403,
1.896285891532898,
-0.32165318727493286,
-1.1571502685546875,
1.422558069229126,
-2.3560752868652344,
0.37226805090904236,
1.9141747951507568,
0.35776057839393616,
0.17264479398727417,
-1.4220460653305054,
-0.6926590800285339,
-0.30128493905067444,
-0.41479358077049255,
-1.277287483215332,
0.6041663885116577,
-0.1015416830778122,
-1.0456910133361816,
-1.4483577013015747,
0.21438878774642944,
-1.1016639471054077,
-1.6320348978042603,
0.2497943639755249,
1.74262535572052,
1.9436229467391968,
-0.8600535988807678,
1.2765384912490845,
-0.27953019738197327,
-0.036232441663742065,
1.3240114450454712,
1.3741390705108643,
3.176570415496826,
1.9271987676620483,
-1.3641002178192139,
0.7389472723007202,
-0.3500629961490631,
-0.5693926811218262,
1.316216230392456,
-1.3359416723251343,
1.0695539712905884,
-0.12884657084941864,
-1.190621018409729,
-1.1399593353271484,
1.069550633430481,
0.5209141969680786,
0.03289084881544113,
-0.4509654939174652,
1.414374589920044,
0.034260109066963196,
1.399775743484497,
0.5837323069572449,
-0.39594051241874695,
0.4622688591480255,
-0.23633889853954315,
-0.3617784082889557,
1.507798433303833,
0.09773004055023193,
-1.4869892597198486,
-2.131021022796631,
-0.3096770942211151,
-0.9774806499481201,
-0.08939408510923386,
-0.6877508163452148,
-0.9707130193710327,
1.4509782791137695,
0.37954822182655334,
-1.1028389930725098,
-0.48990923166275024,
-0.4333798885345459,
-0.647093653678894,
2.6242964267730713,
-1.3629300594329834,
-0.06571612507104874,
-1.0051853656768799,
-0.48489007353782654,
1.7633041143417358,
-1.2004141807556152,
-0.1305692046880722,
-1.0272409915924072,
-0.6267351508140564,
-1.3827251195907593,
-0.4358065128326416,
-0.07100396603345871,
-0.9514029622077942,
0.8149948716163635,
0.26542848348617554,
-1.1262437105178833,
-0.29019808769226074,
-0.6614691019058228,
0.889967143535614,
-0.10771585255861282,
0.16457884013652802,
1.7490861415863037,
0.263008713722229,
-0.5334863066673279,
0.6476188898086548,
1.3189059495925903,
0.712924063205719,
-0.7111196517944336,
-0.0608978196978569,
-0.8607925772666931,
0.34716734290122986,
-1.6915727853775024,
0.27783477306365967,
-2.791865825653076,
0.7928142547607422,
-0.24503418803215027,
-0.14064954221248627,
-0.1295304298400879,
-1.300614595413208,
1.038190245628357,
2.5224900245666504,
-1.2896816730499268,
0.3768819272518158,
0.4858514964580536,
1.0766099691390991,
-1.492147445678711,
0.18862168490886688,
-0.5654726028442383,
1.960776925086975,
0.2699415683746338,
1.315163016319275,
-0.3439314663410187,
-2.3146910667419434,
0.7290015816688538,
-1.0541572570800781,
-0.8725962042808533,
0.9658891558647156,
-0.9518654346466064,
0.116448312997818,
-1.5816192626953125,
-0.333575963973999,
-0.8868294954299927,
-1.2066816091537476,
0.4930426776409149,
0.15239349007606506,
0.4365537166595459,
-0.7645745873451233,
0.424192875623703,
-2.2163515090942383,
-1.33184814453125,
-0.1836225688457489,
-0.9917702078819275,
0.6547960042953491,
-0.3967544734477997,
0.604312002658844,
0.0047044651582837105,
0.001384655013680458,
0.402719110250473,
1.6410971879959106,
3.5147833824157715,
0.10432422906160355,
0.19333365559577942,
-0.06448661535978317,
-0.9461042881011963,
1.253973364830017,
0.7229137420654297,
-0.04985669255256653,
-0.6167373061180115,
-1.0900797843933105,
1.336202621459961,
1.9673112630844116,
1.0788379907608032,
0.08791892975568771,
-1.06276273727417,
-0.8122178912162781,
0.03616982698440552,
0.2518365979194641,
0.460421085357666,
0.8573691248893738,
0.07617837935686111,
0.13049650192260742,
1.3740532398223877,
1.1302484273910522,
-0.2700002193450928,
0.23110297322273254,
-0.7909466624259949,
-0.3855772912502289,
0.603807806968689,
0.15771855413913727,
0.10632799565792084,
0.657477080821991,
-0.9655768275260925,
-0.27442798018455505,
-0.1681918501853943,
-1.013242244720459,
-0.8219403028488159,
-0.32623812556266785,
-0.3244296908378601,
1.5983244180679321,
0.2024717479944229,
-0.5030938386917114,
0.26116225123405457,
-0.5928218960762024,
-0.22703902423381805,
-1.1583549976348877,
0.12323358654975891,
-0.09077274799346924,
-0.04799662530422211,
-0.18215234577655792,
1.4902077913284302,
-0.8088175654411316,
-1.9813148975372314,
-0.008176576346158981,
0.34217309951782227,
-0.2455287128686905,
0.22169065475463867,
1.8879523277282715,
0.4938393533229828,
1.755243182182312,
1.0864720344543457,
0.9902682900428772,
-0.5133656859397888,
-1.2994192838668823,
0.8026807904243469,
1.0153888463974,
-1.4677257537841797,
0.8137854933738708,
-0.22050611674785614,
-0.6695055961608887,
0.6376296281814575,
1.3059133291244507,
0.3961847424507141,
-1.9002597332000732,
0.9858796000480652,
-0.969140350818634,
0.853757917881012,
0.5451378226280212,
0.8596369624137878,
0.08767935633659363,
0.9139798879623413,
-1.3497358560562134,
-1.078108787536621,
-0.5733649134635925,
-0.6968100070953369,
1.8556544780731201,
-0.2858063578605652,
0.5295326113700867,
-0.2119539976119995,
-1.3135098218917847,
0.018109871074557304,
0.8673224449157715,
0.1274876892566681,
-0.4433935284614563,
1.0319651365280151,
-0.7730141282081604,
-1.123105764389038,
-1.4323285818099976,
-0.3979896605014801,
-1.0148754119873047,
-0.8398872017860413,
1.1456595659255981,
0.7872228026390076,
0.3127463161945343,
1.924622893333435,
0.6254420876502991,
0.2952345907688141,
-2.6125566959381104,
0.8509870767593384,
0.1392730474472046,
0.046217940747737885,
1.0203498601913452,
0.3005492389202118,
1.1170005798339844,
0.0032391175627708435,
0.673811674118042,
-2.2768242359161377,
2.194362163543701,
-0.007100951392203569,
0.6423404216766357,
-0.17794835567474365,
-0.212076336145401,
0.9617400765419006,
0.6102490425109863,
0.613287627696991,
-1.306123971939087,
0.8646275997161865,
-0.4506644010543823,
0.9482406973838806,
0.7787544131278992,
-0.7868632078170776,
-0.008139098063111305,
1.2191545963287354,
0.4937709867954254,
-0.3819431960582733,
-0.9944685101509094,
-0.8158558011054993,
1.1304512023925781,
1.5849108695983887,
-0.09005150943994522,
-0.04430507868528366,
0.6931808590888977,
0.6906065344810486,
-1.1092655658721924,
0.2549070119857788,
-0.5834559202194214,
-0.6531218886375427,
1.4145537614822388,
1.9952160120010376,
-0.0777973085641861,
-0.15996767580509186,
-0.7236011624336243,
-1.2243664264678955,
0.537492573261261,
-0.17085665464401245,
0.3878338038921356,
0.557312548160553,
-0.7564132213592529,
0.9139662384986877,
0.8674067854881287,
0.8068999648094177,
0.10997176915407181,
0.32557913661003113,
0.5992584228515625,
-0.4393632113933563,
-1.0181188583374023,
-0.49378350377082825,
-1.0972319841384888,
-2.8522236347198486,
0.46642035245895386,
-0.3457137644290924,
-1.663859248161316,
0.08124007284641266,
-1.1358860731124878,
0.9074070453643799,
-0.640359103679657,
-1.37736976146698,
-1.4873689413070679,
0.4605240821838379,
0.013774575665593147,
1.148634910583496,
-1.5755233764648438,
-0.14949440956115723,
1.3115029335021973,
0.8610374331474304,
-0.3759710490703583,
0.7837327122688293,
0.31124311685562134,
0.9970458149909973,
1.0012515783309937,
-0.28025946021080017,
0.6434411406517029,
0.25426772236824036,
-1.2782421112060547,
0.407392293214798,
1.2283474206924438,
0.26646697521209717,
1.461991310119629,
-0.335153728723526,
0.1906130611896515,
0.5130802989006042,
-0.656810998916626,
-0.6269012689590454,
-0.20981702208518982,
0.34184199571609497,
0.3345680832862854,
-1.1389877796173096,
-0.1431684046983719,
-0.29904818534851074,
-0.1275937408208847,
-0.03919672593474388,
-1.3286314010620117,
-0.41322559118270874,
-0.4826296865940094,
-0.5927032828330994,
-1.3926994800567627,
-0.021225053817033768,
1.3063527345657349,
-0.7382857799530029,
-0.1095348373055458,
0.4336962103843689,
0.43736159801483154,
0.565293550491333,
0.5686878561973572,
-0.8666343092918396,
-0.3904380202293396,
-0.2581252157688141,
-0.27462780475616455,
0.1479244828224182,
1.0958900451660156,
-0.05296611040830612,
-0.9762871265411377,
0.6078144907951355,
-0.2867714464664459,
0.1783452332019806,
1.8634757995605469,
0.05871466547250748,
-0.8333603143692017,
0.40666627883911133,
-0.6117690801620483,
1.8388617038726807,
1.7326231002807617,
1.3006278276443481,
-0.08563978224992752,
-0.8436257243156433,
0.5076038241386414,
-0.45449769496917725,
-0.12587770819664001,
0.9677723050117493,
0.4980567991733551,
-0.24232034385204315,
-1.422037124633789,
0.6261170506477356,
1.2530957460403442,
-0.9706339836120605,
-0.7701848745346069,
0.2805851399898529,
-0.7059683203697205,
1.2561802864074707,
0.6206027269363403,
0.11443886905908585,
0.24945810437202454,
1.6471143960952759,
0.7506341338157654,
-0.5470148324966431,
0.5543599724769592,
0.6145459413528442,
-0.35863861441612244,
-2.2973062992095947,
-1.2098214626312256,
0.38279369473457336,
-0.4236230254173279,
-1.2823652029037476,
1.3522286415100098,
-1.0345823764801025,
-1.0399971008300781,
0.6887357831001282,
0.04746463894844055,
1.172709345817566,
0.2537335455417633,
1.6408069133758545,
2.162968158721924,
0.7455012202262878,
0.23630434274673462,
1.3254626989364624,
0.039381369948387146,
-0.4057087004184723,
1.9316344261169434,
-0.27190667390823364,
0.40455687046051025,
0.9405522346496582,
-0.46543198823928833,
-1.0855823755264282,
-0.9615910053253174,
-1.1837354898452759,
-0.7762457728385925,
1.2707558870315552,
0.13283506035804749,
-0.9542081952095032,
0.3786190152168274,
1.731632947921753,
0.15428443253040314,
-0.18449193239212036,
0.606900691986084,
0.6123852133750916,
-0.8343814015388489,
-0.012178686447441578,
-1.1688764095306396,
0.6219421625137329,
-0.11869924515485764,
-0.17901313304901123,
0.0623902902007103,
0.7588491439819336,
1.3332550525665283,
0.0418490469455719,
0.033200666308403015,
1.0848162174224854,
-1.4120841026306152,
1.630340576171875,
-0.5874905586242676,
0.4320234954357147,
-2.322429895401001,
1.150725245475769,
-0.6369068622589111,
2.0224199295043945,
-2.491666793823242,
0.5016951560974121,
-0.7353502511978149,
-0.36500805616378784,
0.28895628452301025,
-0.4302225112915039,
0.2601223886013031,
-0.16327767074108124,
-1.0483405590057373,
-0.17867203056812286,
-0.9031030535697937,
0.7377070188522339,
1.1814534664154053,
1.4384634494781494,
-1.1924285888671875,
-0.13877063989639282,
-1.4063576459884644,
-0.15101483464241028,
-0.8681471347808838,
0.24899086356163025,
-1.7142791748046875,
-0.2075604498386383,
-2.1150400638580322,
-2.401919364929199,
-1.3804051876068115,
-0.7051103711128235,
1.126412034034729,
0.1817399561405182,
-0.9492645859718323,
1.1959348917007446,
-0.5891890525817871,
-1.8311340808868408,
1.0280046463012695,
-2.216505765914917
] |
https://github.com/huggingface/datasets/issues/6089 | AssertionError: daemonic processes are not allowed to have children | > We could add a "threads" parallel backend to `datasets.parallel.parallel_backend` to support downloading with threads but note that `download_and_extract` also decompresses archives, and this is a CPU-intensive task, which is not ideal for (Python) threads (good for IO-intensive tasks).
Great! Download takes more time than extract, multiple threads can download in parallel, which can speed up a lot. | ### Describe the bug
When I load_dataset with num_proc > 0 in a deamon process, I got an error:
```python
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 564, in download_and_extract
return self.extract(self.download(url_or_urls))
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/py_utils.py", line 468, in map_nested
mapped = parallel_map(function, iterable, num_proc, types, disable_tqdm, desc, _single_map_nested)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/experimental.py", line 40, in _inner_fn
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 34, in parallel_map
return _map_with_multiprocessing_pool(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 64, in _map_with_multiprocessing_pool
with Pool(num_proc, initargs=initargs, initializer=initializer) as pool:
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/context.py", line 119, in Pool
return Pool(processes, initializer, initargs, maxtasksperchild,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 215, in __init__
self._repopulate_pool()
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 306, in _repopulate_pool
return self._repopulate_pool_static(self._ctx, self.Process,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 329, in _repopulate_pool_static
w.start()
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/process.py", line 118, in start
assert not _current_process._config.get('daemon'), ^^^^^^^^^^^^^^^^^
AssertionError: daemonic processes are not allowed to have children
```
The download is io-intensive computing, may be datasets can replece the multi processing pool by a multi threading pool if in a deamon process.
### Steps to reproduce the bug
1. start a deamon process
2. run load_dataset with num_proc > 0
### Expected behavior
No error.
### Environment info
Python 3.11.4
datasets latest master | 8 | 58 | AssertionError: daemonic processes are not allowed to have children
### Describe the bug
When I load_dataset with num_proc > 0 in a deamon process, I got an error:
```python
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 564, in download_and_extract
return self.extract(self.download(url_or_urls))
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/download/download_manager.py", line 427, in download
downloaded_path_or_paths = map_nested(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/py_utils.py", line 468, in map_nested
mapped = parallel_map(function, iterable, num_proc, types, disable_tqdm, desc, _single_map_nested)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/utils/experimental.py", line 40, in _inner_fn
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 34, in parallel_map
return _map_with_multiprocessing_pool(
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/Work/datasets/src/datasets/parallel/parallel.py", line 64, in _map_with_multiprocessing_pool
with Pool(num_proc, initargs=initargs, initializer=initializer) as pool:
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/context.py", line 119, in Pool
return Pool(processes, initializer, initargs, maxtasksperchild,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 215, in __init__
self._repopulate_pool()
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 306, in _repopulate_pool
return self._repopulate_pool_static(self._ctx, self.Process,
^^^^^^^^^^^^^^^^^
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/pool.py", line 329, in _repopulate_pool_static
w.start()
File "/Users/codingl2k1/.pyenv/versions/3.11.4/lib/python3.11/multiprocessing/process.py", line 118, in start
assert not _current_process._config.get('daemon'), ^^^^^^^^^^^^^^^^^
AssertionError: daemonic processes are not allowed to have children
```
The download is io-intensive computing, may be datasets can replece the multi processing pool by a multi threading pool if in a deamon process.
### Steps to reproduce the bug
1. start a deamon process
2. run load_dataset with num_proc > 0
### Expected behavior
No error.
### Environment info
Python 3.11.4
datasets latest master
> We could add a "threads" parallel backend to `datasets.parallel.parallel_backend` to support downloading with threads but note that `download_and_extract` also decompresses archives, and this is a CPU-intensive task, which is not ideal for (Python) threads (good for IO-intensive tasks).
Great! Download takes more time than extract, multiple threads can download in parallel, which can speed up a lot. | [
-1.3304325342178345,
-0.843843400478363,
-0.6240853667259216,
1.2293169498443604,
0.023741507902741432,
-0.9174615740776062,
0.06877093762159348,
-1.0991508960723877,
1.8150602579116821,
-0.6466710567474365,
0.21736067533493042,
-1.551055669784546,
-0.1861899197101593,
-0.48568251729011536,
-0.6399885416030884,
-0.9412006735801697,
-0.28778788447380066,
-0.8252395987510681,
1.0269654989242554,
2.608595609664917,
1.2234467267990112,
-1.412387490272522,
2.707380771636963,
0.8097389936447144,
-0.3603209853172302,
-0.7776699066162109,
0.48141592741012573,
-0.0388236865401268,
-1.0951825380325317,
-0.6576300859451294,
-0.991340160369873,
0.02303980104625225,
-0.6472021341323853,
-0.3529244661331177,
-0.04204221069812775,
0.23380602896213531,
-0.2620423436164856,
-0.1918572634458542,
-0.7916498780250549,
-0.7969321608543396,
0.533761739730835,
-0.3538559079170227,
0.9927069544792175,
-0.4394308030605316,
1.7998770475387573,
-0.5881317853927612,
0.5424193739891052,
0.6860813498497009,
1.152274250984192,
0.05636809021234512,
-0.017423663288354874,
0.511515736579895,
0.3303428590297699,
-0.04301271587610245,
0.7841843962669373,
1.1911066770553589,
0.5725809335708618,
0.4992753565311432,
0.3974270224571228,
-2.302197217941284,
1.3348913192749023,
-1.050580620765686,
0.32438215613365173,
1.479893445968628,
-0.7309799194335938,
0.33590787649154663,
-1.7369120121002197,
0.08000855147838593,
0.7174645066261292,
-2.4402904510498047,
0.25283366441726685,
-1.2671724557876587,
-0.5861356258392334,
1.0325621366500854,
0.4068147540092468,
-1.1362403631210327,
0.08766410499811172,
-0.4590553641319275,
1.1769294738769531,
0.1981641948223114,
1.24491286277771,
-1.5459580421447754,
0.05796533823013306,
-0.14617295563220978,
0.30410197377204895,
-1.2460455894470215,
-1.631604790687561,
0.5121922492980957,
0.48947668075561523,
0.38065025210380554,
-0.1314806193113327,
1.021225929260254,
-0.9869500994682312,
0.56121826171875,
-0.8880736231803894,
-1.5188696384429932,
-1.5767793655395508,
-2.5290467739105225,
-2.3843014240264893,
0.7745110392570496,
-0.6072244644165039,
-0.38829123973846436,
2.145897626876831,
-1.041258692741394,
-1.5384067296981812,
0.9170845746994019,
0.20430254936218262,
0.13918863236904144,
2.285205841064453,
0.14447824656963348,
-0.7653111815452576,
0.44569167494773865,
-0.6788977384567261,
0.8515129685401917,
-0.21523532271385193,
1.4875693321228027,
0.5213677883148193,
-1.0824432373046875,
1.5163935422897339,
-0.567435622215271,
0.5559976696968079,
-0.35646435618400574,
-0.6333647966384888,
-0.8128358721733093,
0.42021554708480835,
1.839524269104004,
-0.2784726321697235,
1.6663795709609985,
-0.5081456303596497,
-1.5520739555358887,
-1.51868736743927,
0.9171946048736572,
0.4682583212852478,
-0.9406428933143616,
0.3041941821575165,
-0.7203582525253296,
0.04868388921022415,
-0.1318347156047821,
1.2593061923980713,
1.3898274898529053,
0.7518086433410645,
-0.28827860951423645,
-0.9010745286941528,
0.22031836211681366,
-0.11386659741401672,
-0.7923910021781921,
-1.8297474384307861,
-0.19696326553821564,
0.13190817832946777,
0.636823296546936,
-1.282250165939331,
1.6906061172485352,
0.9198295474052429,
1.9591645002365112,
0.9109857082366943,
-0.3728978931903839,
1.4761359691619873,
0.10673287510871887,
1.9084452390670776,
-0.5654444098472595,
0.5527309775352478,
-0.19124217331409454,
-1.1289507150650024,
0.7246089577674866,
-0.48534849286079407,
-2.0921213626861572,
-0.7997866868972778,
-0.6997547745704651,
-0.1271107792854309,
-0.8686096668243408,
0.8612416386604309,
-0.13222432136535645,
-1.3321717977523804,
0.11240497976541519,
-0.6415571570396423,
0.5206073522567749,
-1.2524265050888062,
0.13361425697803497,
0.6456899642944336,
-0.5201185345649719,
0.05386587977409363,
-0.29504573345184326,
-1.2281746864318848,
-0.4946044087409973,
0.23472467064857483,
1.8169169425964355,
-0.37691420316696167,
0.7533099055290222,
1.255135178565979,
-0.6906502842903137,
0.004110601730644703,
0.2567013204097748,
-0.35352984070777893,
0.8443289399147034,
-1.137229561805725,
-0.47272056341171265,
1.1565377712249756,
-0.2311088740825653,
-0.5889450907707214,
1.3273029327392578,
0.7584171295166016,
-1.426361322402954,
-0.2743675708770752,
-0.1860629767179489,
-0.7890440821647644,
0.10923869162797928,
-1.546199917793274,
-0.1389160007238388,
0.4691152572631836,
-1.6086301803588867,
-0.4089195728302002,
-0.22541208565235138,
1.3070464134216309,
-0.33431512117385864,
1.4996371269226074,
-0.15307632088661194,
0.03948540240526199,
-0.37946444749832153,
-0.30935782194137573,
0.22002547979354858,
-0.070368692278862,
-0.726814329624176,
0.2931024432182312,
-0.7637889981269836,
0.34078964591026306,
1.2684359550476074,
0.314466267824173,
-0.22319135069847107,
0.34985485672950745,
1.208448052406311,
0.3792874217033386,
-0.19451633095741272,
-0.7860596179962158,
-1.6238878965377808,
1.9106544256210327,
-1.2312949895858765,
1.6735492944717407,
0.882710337638855,
0.07301824539899826,
-1.904015302658081,
-1.8083924055099487,
1.0567853450775146,
1.17347252368927,
2.3897416591644287,
0.3945538103580475,
0.5212079882621765,
-0.7962680459022522,
-0.7153663635253906,
0.32411545515060425,
-0.8808351159095764,
-0.658397376537323,
0.2638431787490845,
2.325768232345581,
1.8435394763946533,
-0.5010067224502563,
-0.09748108685016632,
-0.8561185002326965,
1.0154129266738892,
-0.267787367105484,
0.06630831956863403,
1.896285891532898,
-0.32165318727493286,
-1.1571502685546875,
1.422558069229126,
-2.3560752868652344,
0.37226805090904236,
1.9141747951507568,
0.35776057839393616,
0.17264479398727417,
-1.4220460653305054,
-0.6926590800285339,
-0.30128493905067444,
-0.41479358077049255,
-1.277287483215332,
0.6041663885116577,
-0.1015416830778122,
-1.0456910133361816,
-1.4483577013015747,
0.21438878774642944,
-1.1016639471054077,
-1.6320348978042603,
0.2497943639755249,
1.74262535572052,
1.9436229467391968,
-0.8600535988807678,
1.2765384912490845,
-0.27953019738197327,
-0.036232441663742065,
1.3240114450454712,
1.3741390705108643,
3.176570415496826,
1.9271987676620483,
-1.3641002178192139,
0.7389472723007202,
-0.3500629961490631,
-0.5693926811218262,
1.316216230392456,
-1.3359416723251343,
1.0695539712905884,
-0.12884657084941864,
-1.190621018409729,
-1.1399593353271484,
1.069550633430481,
0.5209141969680786,
0.03289084881544113,
-0.4509654939174652,
1.414374589920044,
0.034260109066963196,
1.399775743484497,
0.5837323069572449,
-0.39594051241874695,
0.4622688591480255,
-0.23633889853954315,
-0.3617784082889557,
1.507798433303833,
0.09773004055023193,
-1.4869892597198486,
-2.131021022796631,
-0.3096770942211151,
-0.9774806499481201,
-0.08939408510923386,
-0.6877508163452148,
-0.9707130193710327,
1.4509782791137695,
0.37954822182655334,
-1.1028389930725098,
-0.48990923166275024,
-0.4333798885345459,
-0.647093653678894,
2.6242964267730713,
-1.3629300594329834,
-0.06571612507104874,
-1.0051853656768799,
-0.48489007353782654,
1.7633041143417358,
-1.2004141807556152,
-0.1305692046880722,
-1.0272409915924072,
-0.6267351508140564,
-1.3827251195907593,
-0.4358065128326416,
-0.07100396603345871,
-0.9514029622077942,
0.8149948716163635,
0.26542848348617554,
-1.1262437105178833,
-0.29019808769226074,
-0.6614691019058228,
0.889967143535614,
-0.10771585255861282,
0.16457884013652802,
1.7490861415863037,
0.263008713722229,
-0.5334863066673279,
0.6476188898086548,
1.3189059495925903,
0.712924063205719,
-0.7111196517944336,
-0.0608978196978569,
-0.8607925772666931,
0.34716734290122986,
-1.6915727853775024,
0.27783477306365967,
-2.791865825653076,
0.7928142547607422,
-0.24503418803215027,
-0.14064954221248627,
-0.1295304298400879,
-1.300614595413208,
1.038190245628357,
2.5224900245666504,
-1.2896816730499268,
0.3768819272518158,
0.4858514964580536,
1.0766099691390991,
-1.492147445678711,
0.18862168490886688,
-0.5654726028442383,
1.960776925086975,
0.2699415683746338,
1.315163016319275,
-0.3439314663410187,
-2.3146910667419434,
0.7290015816688538,
-1.0541572570800781,
-0.8725962042808533,
0.9658891558647156,
-0.9518654346466064,
0.116448312997818,
-1.5816192626953125,
-0.333575963973999,
-0.8868294954299927,
-1.2066816091537476,
0.4930426776409149,
0.15239349007606506,
0.4365537166595459,
-0.7645745873451233,
0.424192875623703,
-2.2163515090942383,
-1.33184814453125,
-0.1836225688457489,
-0.9917702078819275,
0.6547960042953491,
-0.3967544734477997,
0.604312002658844,
0.0047044651582837105,
0.001384655013680458,
0.402719110250473,
1.6410971879959106,
3.5147833824157715,
0.10432422906160355,
0.19333365559577942,
-0.06448661535978317,
-0.9461042881011963,
1.253973364830017,
0.7229137420654297,
-0.04985669255256653,
-0.6167373061180115,
-1.0900797843933105,
1.336202621459961,
1.9673112630844116,
1.0788379907608032,
0.08791892975568771,
-1.06276273727417,
-0.8122178912162781,
0.03616982698440552,
0.2518365979194641,
0.460421085357666,
0.8573691248893738,
0.07617837935686111,
0.13049650192260742,
1.3740532398223877,
1.1302484273910522,
-0.2700002193450928,
0.23110297322273254,
-0.7909466624259949,
-0.3855772912502289,
0.603807806968689,
0.15771855413913727,
0.10632799565792084,
0.657477080821991,
-0.9655768275260925,
-0.27442798018455505,
-0.1681918501853943,
-1.013242244720459,
-0.8219403028488159,
-0.32623812556266785,
-0.3244296908378601,
1.5983244180679321,
0.2024717479944229,
-0.5030938386917114,
0.26116225123405457,
-0.5928218960762024,
-0.22703902423381805,
-1.1583549976348877,
0.12323358654975891,
-0.09077274799346924,
-0.04799662530422211,
-0.18215234577655792,
1.4902077913284302,
-0.8088175654411316,
-1.9813148975372314,
-0.008176576346158981,
0.34217309951782227,
-0.2455287128686905,
0.22169065475463867,
1.8879523277282715,
0.4938393533229828,
1.755243182182312,
1.0864720344543457,
0.9902682900428772,
-0.5133656859397888,
-1.2994192838668823,
0.8026807904243469,
1.0153888463974,
-1.4677257537841797,
0.8137854933738708,
-0.22050611674785614,
-0.6695055961608887,
0.6376296281814575,
1.3059133291244507,
0.3961847424507141,
-1.9002597332000732,
0.9858796000480652,
-0.969140350818634,
0.853757917881012,
0.5451378226280212,
0.8596369624137878,
0.08767935633659363,
0.9139798879623413,
-1.3497358560562134,
-1.078108787536621,
-0.5733649134635925,
-0.6968100070953369,
1.8556544780731201,
-0.2858063578605652,
0.5295326113700867,
-0.2119539976119995,
-1.3135098218917847,
0.018109871074557304,
0.8673224449157715,
0.1274876892566681,
-0.4433935284614563,
1.0319651365280151,
-0.7730141282081604,
-1.123105764389038,
-1.4323285818099976,
-0.3979896605014801,
-1.0148754119873047,
-0.8398872017860413,
1.1456595659255981,
0.7872228026390076,
0.3127463161945343,
1.924622893333435,
0.6254420876502991,
0.2952345907688141,
-2.6125566959381104,
0.8509870767593384,
0.1392730474472046,
0.046217940747737885,
1.0203498601913452,
0.3005492389202118,
1.1170005798339844,
0.0032391175627708435,
0.673811674118042,
-2.2768242359161377,
2.194362163543701,
-0.007100951392203569,
0.6423404216766357,
-0.17794835567474365,
-0.212076336145401,
0.9617400765419006,
0.6102490425109863,
0.613287627696991,
-1.306123971939087,
0.8646275997161865,
-0.4506644010543823,
0.9482406973838806,
0.7787544131278992,
-0.7868632078170776,
-0.008139098063111305,
1.2191545963287354,
0.4937709867954254,
-0.3819431960582733,
-0.9944685101509094,
-0.8158558011054993,
1.1304512023925781,
1.5849108695983887,
-0.09005150943994522,
-0.04430507868528366,
0.6931808590888977,
0.6906065344810486,
-1.1092655658721924,
0.2549070119857788,
-0.5834559202194214,
-0.6531218886375427,
1.4145537614822388,
1.9952160120010376,
-0.0777973085641861,
-0.15996767580509186,
-0.7236011624336243,
-1.2243664264678955,
0.537492573261261,
-0.17085665464401245,
0.3878338038921356,
0.557312548160553,
-0.7564132213592529,
0.9139662384986877,
0.8674067854881287,
0.8068999648094177,
0.10997176915407181,
0.32557913661003113,
0.5992584228515625,
-0.4393632113933563,
-1.0181188583374023,
-0.49378350377082825,
-1.0972319841384888,
-2.8522236347198486,
0.46642035245895386,
-0.3457137644290924,
-1.663859248161316,
0.08124007284641266,
-1.1358860731124878,
0.9074070453643799,
-0.640359103679657,
-1.37736976146698,
-1.4873689413070679,
0.4605240821838379,
0.013774575665593147,
1.148634910583496,
-1.5755233764648438,
-0.14949440956115723,
1.3115029335021973,
0.8610374331474304,
-0.3759710490703583,
0.7837327122688293,
0.31124311685562134,
0.9970458149909973,
1.0012515783309937,
-0.28025946021080017,
0.6434411406517029,
0.25426772236824036,
-1.2782421112060547,
0.407392293214798,
1.2283474206924438,
0.26646697521209717,
1.461991310119629,
-0.335153728723526,
0.1906130611896515,
0.5130802989006042,
-0.656810998916626,
-0.6269012689590454,
-0.20981702208518982,
0.34184199571609497,
0.3345680832862854,
-1.1389877796173096,
-0.1431684046983719,
-0.29904818534851074,
-0.1275937408208847,
-0.03919672593474388,
-1.3286314010620117,
-0.41322559118270874,
-0.4826296865940094,
-0.5927032828330994,
-1.3926994800567627,
-0.021225053817033768,
1.3063527345657349,
-0.7382857799530029,
-0.1095348373055458,
0.4336962103843689,
0.43736159801483154,
0.565293550491333,
0.5686878561973572,
-0.8666343092918396,
-0.3904380202293396,
-0.2581252157688141,
-0.27462780475616455,
0.1479244828224182,
1.0958900451660156,
-0.05296611040830612,
-0.9762871265411377,
0.6078144907951355,
-0.2867714464664459,
0.1783452332019806,
1.8634757995605469,
0.05871466547250748,
-0.8333603143692017,
0.40666627883911133,
-0.6117690801620483,
1.8388617038726807,
1.7326231002807617,
1.3006278276443481,
-0.08563978224992752,
-0.8436257243156433,
0.5076038241386414,
-0.45449769496917725,
-0.12587770819664001,
0.9677723050117493,
0.4980567991733551,
-0.24232034385204315,
-1.422037124633789,
0.6261170506477356,
1.2530957460403442,
-0.9706339836120605,
-0.7701848745346069,
0.2805851399898529,
-0.7059683203697205,
1.2561802864074707,
0.6206027269363403,
0.11443886905908585,
0.24945810437202454,
1.6471143960952759,
0.7506341338157654,
-0.5470148324966431,
0.5543599724769592,
0.6145459413528442,
-0.35863861441612244,
-2.2973062992095947,
-1.2098214626312256,
0.38279369473457336,
-0.4236230254173279,
-1.2823652029037476,
1.3522286415100098,
-1.0345823764801025,
-1.0399971008300781,
0.6887357831001282,
0.04746463894844055,
1.172709345817566,
0.2537335455417633,
1.6408069133758545,
2.162968158721924,
0.7455012202262878,
0.23630434274673462,
1.3254626989364624,
0.039381369948387146,
-0.4057087004184723,
1.9316344261169434,
-0.27190667390823364,
0.40455687046051025,
0.9405522346496582,
-0.46543198823928833,
-1.0855823755264282,
-0.9615910053253174,
-1.1837354898452759,
-0.7762457728385925,
1.2707558870315552,
0.13283506035804749,
-0.9542081952095032,
0.3786190152168274,
1.731632947921753,
0.15428443253040314,
-0.18449193239212036,
0.606900691986084,
0.6123852133750916,
-0.8343814015388489,
-0.012178686447441578,
-1.1688764095306396,
0.6219421625137329,
-0.11869924515485764,
-0.17901313304901123,
0.0623902902007103,
0.7588491439819336,
1.3332550525665283,
0.0418490469455719,
0.033200666308403015,
1.0848162174224854,
-1.4120841026306152,
1.630340576171875,
-0.5874905586242676,
0.4320234954357147,
-2.322429895401001,
1.150725245475769,
-0.6369068622589111,
2.0224199295043945,
-2.491666793823242,
0.5016951560974121,
-0.7353502511978149,
-0.36500805616378784,
0.28895628452301025,
-0.4302225112915039,
0.2601223886013031,
-0.16327767074108124,
-1.0483405590057373,
-0.17867203056812286,
-0.9031030535697937,
0.7377070188522339,
1.1814534664154053,
1.4384634494781494,
-1.1924285888671875,
-0.13877063989639282,
-1.4063576459884644,
-0.15101483464241028,
-0.8681471347808838,
0.24899086356163025,
-1.7142791748046875,
-0.2075604498386383,
-2.1150400638580322,
-2.401919364929199,
-1.3804051876068115,
-0.7051103711128235,
1.126412034034729,
0.1817399561405182,
-0.9492645859718323,
1.1959348917007446,
-0.5891890525817871,
-1.8311340808868408,
1.0280046463012695,
-2.216505765914917
] |
https://github.com/huggingface/datasets/issues/6086 | Support `fsspec` in `Dataset.to_<format>` methods | I'm assuming this should just cover `to_csv`, `to_parquet`, and `to_json`, right? As `to_list` and `to_dict` just return Python objects, `to_pandas` returns a `pandas.DataFrame` and `to_sql` just inserts into a SQL DB, is that right? | Supporting this should be fairly easy.
Requested on the forum [here](https://discuss.huggingface.co/t/how-can-i-convert-a-loaded-dataset-in-to-a-parquet-file-and-save-it-to-the-s3/48353). | 10 | 34 | Support `fsspec` in `Dataset.to_<format>` methods
Supporting this should be fairly easy.
Requested on the forum [here](https://discuss.huggingface.co/t/how-can-i-convert-a-loaded-dataset-in-to-a-parquet-file-and-save-it-to-the-s3/48353).
I'm assuming this should just cover `to_csv`, `to_parquet`, and `to_json`, right? As `to_list` and `to_dict` just return Python objects, `to_pandas` returns a `pandas.DataFrame` and `to_sql` just inserts into a SQL DB, is that right? | [
-1.0311846733093262,
-0.7468673586845398,
-0.7434991002082825,
1.6008455753326416,
-0.025689486414194107,
-1.4986146688461304,
0.25253990292549133,
-1.046440601348877,
1.7896806001663208,
-0.9305419921875,
0.49904119968414307,
-1.5891073942184448,
0.06446303427219391,
-0.7518453001976013,
-0.7872912883758545,
-0.7511021494865417,
-0.4038705825805664,
-0.7116568684577942,
0.9539511799812317,
2.4297983646392822,
1.0920487642288208,
-1.367638349533081,
2.633028984069824,
0.6873296499252319,
-0.1886100023984909,
-0.9285821914672852,
0.39385753870010376,
0.04693584889173508,
-1.2781950235366821,
-0.30774179100990295,
-0.9090712666511536,
-0.13143087923526764,
-0.6696197986602783,
-0.6520727872848511,
-0.0006529707461595535,
0.5667701959609985,
-0.25414878129959106,
-0.4599475562572479,
-0.3815772235393524,
-0.8414917588233948,
0.5927425026893616,
-0.3488776683807373,
0.9343873858451843,
-0.3979126214981079,
1.8151334524154663,
-0.632334291934967,
0.49572569131851196,
0.6970608830451965,
1.3591004610061646,
0.07623255997896194,
-0.10126954317092896,
0.26150959730148315,
0.2577661871910095,
0.03411267697811127,
0.5024210214614868,
1.1258461475372314,
0.540841817855835,
0.756013810634613,
0.7747696042060852,
-2.2371129989624023,
1.3808374404907227,
-1.0805364847183228,
0.3131685256958008,
1.2217379808425903,
-1.0496230125427246,
0.4055265188217163,
-1.8383861780166626,
-0.0715438649058342,
0.46096011996269226,
-2.2705130577087402,
0.2569184899330139,
-1.2213753461837769,
-0.47138068079948425,
0.9672091603279114,
0.4141950309276581,
-1.2365020513534546,
0.03402671962976456,
-0.2825125753879547,
0.90022873878479,
0.36013808846473694,
1.0146458148956299,
-1.74468195438385,
0.20397284626960754,
-0.37738466262817383,
0.15125156939029694,
-1.309295892715454,
-1.4459741115570068,
0.5735391974449158,
0.7186286449432373,
0.7160276770591736,
-0.08355212956666946,
0.913183331489563,
-0.9650971293449402,
0.7443498373031616,
-0.9610983729362488,
-1.6971232891082764,
-1.1793125867843628,
-2.1830875873565674,
-2.4093616008758545,
0.6942539215087891,
-0.4203471839427948,
-0.4304131269454956,
2.0836985111236572,
-0.9351942539215088,
-1.7907750606536865,
1.0440289974212646,
0.2871205508708954,
-0.06814891844987869,
2.2880306243896484,
0.22876285016536713,
-0.7850550413131714,
0.6122066378593445,
-0.7389885783195496,
0.7494356036186218,
-0.4870719313621521,
1.2817306518554688,
0.4633559286594391,
-1.1748167276382446,
1.6279970407485962,
-0.31174108386039734,
0.6738209128379822,
-0.8112573623657227,
-0.450918585062027,
-0.751257061958313,
0.3534623980522156,
1.8708000183105469,
-0.15815481543540955,
1.4927929639816284,
-0.18753103911876678,
-1.464478850364685,
-1.5552380084991455,
0.9272975325584412,
0.4568360149860382,
-0.7663368582725525,
0.19169074296951294,
-0.41247087717056274,
0.13604377210140228,
0.056000031530857086,
1.285321831703186,
1.2342051267623901,
0.7837735414505005,
-0.13687339425086975,
-0.8175977468490601,
0.15940457582473755,
0.03878430277109146,
-0.6391791701316833,
-1.802850604057312,
-0.3576070964336395,
0.18551674485206604,
0.5082694292068481,
-1.012515664100647,
1.9779413938522339,
0.8559084534645081,
1.9685626029968262,
0.9858341217041016,
-0.18149308860301971,
1.5237483978271484,
-0.13669006526470184,
2.061505079269409,
-0.29504862427711487,
0.6838434934616089,
-0.4581368565559387,
-1.1752760410308838,
0.8723451495170593,
-0.4031623899936676,
-2.028400182723999,
-0.6011122465133667,
-0.9377759099006653,
-0.11116080731153488,
-0.7302972674369812,
1.0616427659988403,
-0.22476699948310852,
-1.349278450012207,
0.16369594633579254,
-0.5901599526405334,
0.11955679953098297,
-1.208953857421875,
0.2851184904575348,
0.7307882308959961,
-0.7838570475578308,
0.07637767493724823,
-0.39684104919433594,
-1.4570338726043701,
-0.5263999700546265,
0.43355289101600647,
1.9122503995895386,
-0.7403901219367981,
0.9439982175827026,
1.0709867477416992,
-0.7082209587097168,
-0.13754220306873322,
0.40074336528778076,
-0.3607213497161865,
0.760130763053894,
-1.0897928476333618,
-0.42891925573349,
1.120383381843567,
-0.2640671730041504,
-0.73497074842453,
1.4524290561676025,
0.7151802182197571,
-0.9426925182342529,
-0.11593740433454514,
-0.30562859773635864,
-0.7195753455162048,
0.08628275990486145,
-1.5923752784729004,
0.048712410032749176,
0.3549637496471405,
-1.4594452381134033,
-0.527899980545044,
-0.10617503523826599,
1.2887884378433228,
-0.10823941975831985,
1.2414312362670898,
-0.1288134753704071,
-0.25678855180740356,
-0.4895918667316437,
-0.621989369392395,
0.12179216742515564,
-0.06383271515369415,
-0.6703035831451416,
0.30251145362854004,
-0.6090611815452576,
0.3489435613155365,
1.4058823585510254,
0.05448513478040695,
0.1501488834619522,
0.6031059622764587,
1.162345051765442,
0.31434500217437744,
-0.07028130441904068,
-0.8880873918533325,
-1.5489224195480347,
2.0352280139923096,
-1.5260392427444458,
1.9590867757797241,
0.6959922909736633,
0.022378990426659584,
-1.7795391082763672,
-1.8551520109176636,
1.562363862991333,
1.2358784675598145,
2.3948469161987305,
0.6509842872619629,
0.3892945349216461,
-0.9516984820365906,
-0.5767883062362671,
0.4632100760936737,
-0.9730199575424194,
-0.7813267111778259,
0.09770939499139786,
2.2969412803649902,
1.7447386980056763,
-0.486691951751709,
-0.2658335864543915,
-0.9953901171684265,
1.3366411924362183,
-0.2808118164539337,
0.24051296710968018,
2.039733409881592,
-0.46958044171333313,
-1.086803674697876,
1.3051514625549316,
-2.435231924057007,
0.14307595789432526,
2.012620449066162,
0.157754048705101,
0.11761443316936493,
-1.3043994903564453,
-0.6110158562660217,
-0.10509585589170456,
-0.41709259152412415,
-1.2983216047286987,
0.5182120203971863,
-0.18492379784584045,
-0.7485464215278625,
-1.3825136423110962,
0.29011380672454834,
-1.1106868982315063,
-1.6156715154647827,
0.38280048966407776,
1.7690130472183228,
2.0650410652160645,
-0.7120133638381958,
1.542420744895935,
-0.25070056319236755,
0.22469066083431244,
1.187914252281189,
1.2224647998809814,
3.185880184173584,
1.9281325340270996,
-1.121960997581482,
0.6213773488998413,
-0.18979117274284363,
-0.6948937177658081,
1.2329185009002686,
-0.9523786306381226,
1.223442554473877,
-0.3182758390903473,
-1.1289342641830444,
-1.4016687870025635,
0.8522231578826904,
0.4911021590232849,
0.10203371196985245,
-0.4258534014225006,
1.2898730039596558,
0.18749134242534637,
1.1810660362243652,
0.5020827054977417,
-0.3392035663127899,
0.535226047039032,
-0.43510541319847107,
-0.560795783996582,
1.6005349159240723,
0.2876759171485901,
-1.321081280708313,
-2.342036008834839,
-0.0888218805193901,
-0.9378473162651062,
-0.03411206603050232,
-0.7310322523117065,
-0.9013141989707947,
1.6955589056015015,
0.41810867190361023,
-1.127138614654541,
-0.061521582305431366,
-0.24637319147586823,
-0.7178144454956055,
2.710242748260498,
-1.3497428894042969,
-0.2669191360473633,
-0.9521215558052063,
-0.6141371130943298,
1.7573330402374268,
-1.2938175201416016,
-0.3093017339706421,
-0.9769707322120667,
-0.43793046474456787,
-1.2696353197097778,
-0.4425352215766907,
-0.07978151738643646,
-0.8822391629219055,
0.8195427656173706,
0.05445154756307602,
-1.357331395149231,
-0.28928330540657043,
-0.9670947790145874,
0.8023878335952759,
-0.18802687525749207,
0.19376662373542786,
1.7587472200393677,
0.33254528045654297,
-0.3512442111968994,
0.8180245757102966,
1.1610350608825684,
0.6268407702445984,
-0.5679292678833008,
0.40178680419921875,
-0.574028491973877,
0.327702134847641,
-1.255971074104309,
0.37335461378097534,
-2.9499762058258057,
0.60151207447052,
-0.02923624962568283,
-0.0005049761384725571,
-0.08287745714187622,
-1.4072265625,
0.9489310383796692,
2.593306541442871,
-1.192398190498352,
0.49450135231018066,
0.21047860383987427,
1.2707006931304932,
-1.4431620836257935,
0.14877250790596008,
-0.49093097448349,
2.1110339164733887,
-0.00189200509339571,
1.0809745788574219,
-0.4505214989185333,
-2.2459561824798584,
0.5577208995819092,
-1.3066859245300293,
-1.2237118482589722,
0.7863438725471497,
-0.8105216026306152,
-0.017146345227956772,
-1.140865445137024,
-0.09000245481729507,
-0.9308052062988281,
-1.2405989170074463,
0.7230727672576904,
0.10711325705051422,
0.58734130859375,
-0.6665359139442444,
0.21079587936401367,
-2.091083526611328,
-1.449954867362976,
-0.2925177812576294,
-0.9279530048370361,
0.3669600784778595,
-0.2455393522977829,
0.6795682311058044,
-0.1718607097864151,
0.13227114081382751,
0.23640219867229462,
1.5448784828186035,
3.2818679809570312,
0.03880062699317932,
0.4497041702270508,
-0.32571133971214294,
-0.927437961101532,
1.4224324226379395,
0.983643651008606,
-0.11725552380084991,
-0.6625562906265259,
-0.9732936024665833,
1.2739626169204712,
2.0449156761169434,
1.0365865230560303,
0.04606379568576813,
-0.9361605048179626,
-0.6823583841323853,
0.0006385073065757751,
0.11483410000801086,
0.4837978780269623,
0.8847295641899109,
0.2611158788204193,
0.0419769287109375,
1.311327338218689,
1.184311032295227,
-0.3496541976928711,
0.4373803436756134,
-0.831731379032135,
-0.2566119432449341,
0.581648588180542,
0.40036043524742126,
0.05102328956127167,
0.16345703601837158,
-0.9163808822631836,
-0.2792079746723175,
-0.2910311222076416,
-0.8557658195495605,
-0.8000630736351013,
-0.5598137974739075,
-0.4488255977630615,
1.792555809020996,
-0.04391390085220337,
-0.606208086013794,
0.04149545729160309,
-0.7449566125869751,
-0.018144745379686356,
-0.8954284191131592,
0.1687370389699936,
-0.18684034049510956,
-0.0776677280664444,
-0.07175939530134201,
1.692878007888794,
-1.0759968757629395,
-2.167210578918457,
0.2658972442150116,
0.180581197142601,
-0.44408759474754333,
0.10268346965312958,
1.6493189334869385,
0.5059884786605835,
1.4429287910461426,
1.4949852228164673,
1.0954363346099854,
-0.7497663497924805,
-1.3672761917114258,
0.5957707166671753,
0.9304563999176025,
-1.4280022382736206,
0.8445965647697449,
0.03916478157043457,
-0.4918813705444336,
0.6301395893096924,
1.130682349205017,
0.48527026176452637,
-2.0588080883026123,
0.6480648517608643,
-1.053032398223877,
0.8814969062805176,
0.7773020267486572,
0.7098017930984497,
0.24982386827468872,
0.8502117991447449,
-1.1150100231170654,
-1.1100555658340454,
-0.6730359792709351,
-0.78318852186203,
1.8263239860534668,
-0.2909870445728302,
0.47882598638534546,
-0.10939743369817734,
-1.39250910282135,
-0.035461507737636566,
0.8382387161254883,
0.48413243889808655,
-0.428843230009079,
0.6966724991798401,
-0.7349783182144165,
-0.9682136178016663,
-1.3383851051330566,
-0.5542756915092468,
-1.0891687870025635,
-0.8658617734909058,
1.0359234809875488,
0.7629672884941101,
0.4022490084171295,
1.9204357862472534,
0.7648157477378845,
0.29282987117767334,
-2.579186201095581,
0.7762705087661743,
0.40048080682754517,
-0.054036930203437805,
0.7443328499794006,
0.41995224356651306,
1.1319808959960938,
-0.21135099232196808,
0.6403719186782837,
-2.3530759811401367,
2.333211660385132,
-0.1370251625776291,
0.4786926805973053,
0.10623596608638763,
-0.19299232959747314,
1.006563425064087,
0.31354406476020813,
0.5860433578491211,
-1.1479134559631348,
0.675491213798523,
-0.6334611773490906,
1.2628521919250488,
0.8484469652175903,
-0.8609784841537476,
-0.030834902077913284,
1.280379056930542,
0.425979346036911,
-0.5791371464729309,
-0.9440838098526001,
-1.0280288457870483,
0.8963196873664856,
1.6936609745025635,
-0.18470250070095062,
-0.04585249722003937,
0.8810791969299316,
0.6071562170982361,
-1.290384292602539,
0.03877352923154831,
-0.7558311223983765,
-0.8272343277931213,
1.7024227380752563,
1.9026880264282227,
-0.1370132565498352,
-0.007200396619737148,
-1.0073857307434082,
-1.2873492240905762,
0.8592326641082764,
0.16058821976184845,
-0.2241358757019043,
0.6322028040885925,
-0.596577525138855,
1.2061694860458374,
0.9510679841041565,
0.8697524666786194,
0.08248762041330338,
0.3136027455329895,
0.47591397166252136,
-0.380668967962265,
-1.2346128225326538,
-0.43774116039276123,
-1.0658912658691406,
-2.6909146308898926,
0.43003198504447937,
-0.33367034792900085,
-1.4243639707565308,
-0.053561821579933167,
-1.0388864278793335,
0.7736572623252869,
-0.49723196029663086,
-1.0866122245788574,
-1.4211639165878296,
0.24019131064414978,
-0.10715183615684509,
0.7993367314338684,
-1.592594027519226,
0.009094279259443283,
1.153560757637024,
0.886236310005188,
-0.909438967704773,
0.8859118819236755,
0.21709772944450378,
0.9724435806274414,
0.9651288986206055,
-0.4744311273097992,
0.5442780256271362,
0.2432233691215515,
-1.351495385169983,
0.45074862241744995,
1.2484279870986938,
0.060148850083351135,
1.22441565990448,
-0.48885753750801086,
-0.03814565762877464,
0.3253905475139618,
-0.3536842465400696,
-0.5116509795188904,
-0.8552283048629761,
0.7172725796699524,
-0.053692832589149475,
-0.8814384937286377,
0.1440623253583908,
0.08625023812055588,
-0.214590385556221,
0.28260523080825806,
-1.610128402709961,
-0.18954475224018097,
-0.3043857216835022,
-0.5751615762710571,
-1.327745795249939,
-0.015219058841466904,
1.2065447568893433,
-0.533894419670105,
-0.13232579827308655,
0.5154678821563721,
0.35872551798820496,
0.49345922470092773,
0.5339822173118591,
-0.7257595062255859,
-0.3129577338695526,
-0.30664825439453125,
-0.4185170829296112,
0.455379456281662,
1.3569276332855225,
-0.10675525665283203,
-0.987647533416748,
0.6964558959007263,
-0.35441216826438904,
0.05879107862710953,
1.9892488718032837,
0.11754383146762848,
-0.9220280051231384,
0.35287028551101685,
-0.7000250220298767,
1.903503179550171,
1.753708004951477,
1.1376174688339233,
-0.06406019628047943,
-0.9378640055656433,
0.6721527576446533,
-0.41316941380500793,
-0.33429622650146484,
0.9179376363754272,
0.3194987177848816,
-0.2957267463207245,
-1.3201228380203247,
0.730625569820404,
1.3855689764022827,
-0.6580642461776733,
-0.9855395555496216,
0.00955580547451973,
-0.8168652653694153,
1.1164212226867676,
0.7476875185966492,
0.48486682772636414,
0.29679280519485474,
1.6505271196365356,
0.7231155633926392,
-0.5049136281013489,
0.5236325263977051,
0.4419235289096832,
-0.11762331426143646,
-1.9457916021347046,
-1.2687222957611084,
0.34080636501312256,
-0.554248034954071,
-1.6311782598495483,
1.451022982597351,
-1.2639130353927612,
-0.9000133872032166,
0.5821887850761414,
0.1202993243932724,
1.5022671222686768,
0.3400416374206543,
1.506836175918579,
1.999670147895813,
0.8631007671356201,
0.4819384217262268,
1.3225620985031128,
-0.29983776807785034,
-0.4721458852291107,
1.8264727592468262,
-0.5362122058868408,
0.47594764828681946,
1.1747989654541016,
-0.3375115692615509,
-1.0446916818618774,
-0.8681375980377197,
-1.1679368019104004,
-0.7377256751060486,
1.114472508430481,
0.16573892533779144,
-1.2651447057724,
0.3853166997432709,
1.655564308166504,
0.08362219482660294,
-0.25970518589019775,
0.6672642827033997,
0.28360119462013245,
-0.8629522323608398,
0.026372158899903297,
-1.0230865478515625,
0.6450616121292114,
-0.30020323395729065,
-0.2972605228424072,
0.408645361661911,
0.447602242231369,
1.078729271888733,
0.03243829309940338,
0.28402963280677795,
1.1318817138671875,
-1.3994684219360352,
1.3689656257629395,
-0.7004972696304321,
0.3862513303756714,
-2.3553307056427,
1.421385645866394,
-0.7425707578659058,
1.9371651411056519,
-2.6623358726501465,
0.2992704212665558,
-0.4795609414577484,
-0.5737990140914917,
0.3507530987262726,
-0.17623332142829895,
0.0650356262922287,
-0.205826997756958,
-1.2052801847457886,
0.009211046621203423,
-0.7550836801528931,
0.49369192123413086,
1.0945736169815063,
1.2969255447387695,
-0.9470831751823425,
-0.3234291672706604,
-1.701683759689331,
-0.11834229528903961,
-0.4523393511772156,
0.22952567040920258,
-1.9894633293151855,
-0.18082097172737122,
-1.9898457527160645,
-2.407313346862793,
-1.3626718521118164,
-0.8761484026908875,
1.2614431381225586,
0.077280692756176,
-0.7900288105010986,
1.1040292978286743,
-0.3218081593513489,
-1.859232783317566,
1.1391003131866455,
-2.0518248081207275
] |
https://github.com/huggingface/datasets/issues/6079 | Iterating over DataLoader based on HF datasets is stuck forever | When the process starts to hang, can you interrupt it with CTRL + C and paste the error stack trace here? | ### Describe the bug
I am using Amazon Sagemaker notebook (Amazon Linux 2) with python 3.10 based Conda environment.
I have a dataset in parquet format locally. When I try to iterate over it, the loader is stuck forever. Note that the same code is working for python 3.6 based conda environment seamlessly. What should be my next steps here?
### Steps to reproduce the bug
```
train_dataset = load_dataset(
"parquet", data_files = {'train': tr_data_path + '*.parquet'},
split = 'train',
collate_fn = streaming_data_collate_fn,
streaming = True
).with_format('torch')
train_dataloader = DataLoader(train_dataset, batch_size = 2, num_workers = 0)
t = time.time()
iter_ = 0
for batch in train_dataloader:
iter_ += 1
if iter_ == 1000:
break
print (time.time() - t)
```
### Expected behavior
The snippet should work normally and load the next batch of data.
### Environment info
datasets: '2.14.0'
pyarrow: '12.0.0'
torch: '2.0.0'
Python: 3.10.10 | packaged by conda-forge | (main, Mar 24 2023, 20:08:06) [GCC 11.3.0]
!uname -r
5.10.178-162.673.amzn2.x86_64 | 11 | 21 | Iterating over DataLoader based on HF datasets is stuck forever
### Describe the bug
I am using Amazon Sagemaker notebook (Amazon Linux 2) with python 3.10 based Conda environment.
I have a dataset in parquet format locally. When I try to iterate over it, the loader is stuck forever. Note that the same code is working for python 3.6 based conda environment seamlessly. What should be my next steps here?
### Steps to reproduce the bug
```
train_dataset = load_dataset(
"parquet", data_files = {'train': tr_data_path + '*.parquet'},
split = 'train',
collate_fn = streaming_data_collate_fn,
streaming = True
).with_format('torch')
train_dataloader = DataLoader(train_dataset, batch_size = 2, num_workers = 0)
t = time.time()
iter_ = 0
for batch in train_dataloader:
iter_ += 1
if iter_ == 1000:
break
print (time.time() - t)
```
### Expected behavior
The snippet should work normally and load the next batch of data.
### Environment info
datasets: '2.14.0'
pyarrow: '12.0.0'
torch: '2.0.0'
Python: 3.10.10 | packaged by conda-forge | (main, Mar 24 2023, 20:08:06) [GCC 11.3.0]
!uname -r
5.10.178-162.673.amzn2.x86_64
When the process starts to hang, can you interrupt it with CTRL + C and paste the error stack trace here? | [
-1.2703862190246582,
-1.0200567245483398,
-0.7282028198242188,
1.5863037109375,
-0.22804024815559387,
-1.1206165552139282,
0.14635612070560455,
-0.9283672571182251,
1.6327399015426636,
-0.8532999157905579,
0.25511327385902405,
-1.5935802459716797,
0.06626027077436447,
-0.5541383624076843,
-0.6710367798805237,
-0.9019896984100342,
-0.39769357442855835,
-0.7906194925308228,
1.2152239084243774,
2.4792754650115967,
1.1767481565475464,
-1.4330624341964722,
2.7466118335723877,
0.6844868659973145,
-0.17716172337532043,
-1.0545680522918701,
0.45236873626708984,
0.011621950194239616,
-1.303383469581604,
-0.47269389033317566,
-0.9854139089584351,
-0.10184447467327118,
-0.5849422812461853,
-0.43242427706718445,
0.031229667365550995,
0.3751274347305298,
-0.3097801208496094,
-0.473556250333786,
-0.5225887894630432,
-0.7543569207191467,
0.4138980507850647,
-0.4091336131095886,
0.9121178388595581,
-0.3322283625602722,
1.8646512031555176,
-0.44648393988609314,
0.4723714292049408,
0.740240216255188,
1.2310529947280884,
0.19101235270500183,
-0.061486128717660904,
0.4019983410835266,
0.40199148654937744,
-0.03395163267850876,
0.5568444132804871,
1.112541675567627,
0.6121524572372437,
0.43153220415115356,
0.6674896478652954,
-2.2594614028930664,
1.3508073091506958,
-1.0539847612380981,
0.3160218894481659,
1.3426822423934937,
-1.0169873237609863,
0.40661099553108215,
-1.7052521705627441,
-0.03219630569219589,
0.6527529954910278,
-2.2229976654052734,
0.31867483258247375,
-1.3309470415115356,
-0.5061382055282593,
1.0579190254211426,
0.37080633640289307,
-1.2101249694824219,
0.08242490887641907,
-0.46905308961868286,
1.0823975801467896,
0.405666708946228,
1.086157202720642,
-1.6750189065933228,
-0.09977629780769348,
-0.2952594459056854,
0.0820297971367836,
-1.360903024673462,
-1.5300941467285156,
0.545491099357605,
0.7014057636260986,
0.5633761882781982,
-0.12729158997535706,
1.126304268836975,
-1.051946997642517,
0.7918419241905212,
-1.054456353187561,
-1.6907122135162354,
-1.4646062850952148,
-2.426743268966675,
-2.34340238571167,
0.7109238505363464,
-0.3870485723018646,
-0.5291550159454346,
2.1213815212249756,
-1.0183073282241821,
-1.7146294116973877,
1.2295945882797241,
0.20865119993686676,
-0.01793459802865982,
2.3642048835754395,
0.20573250949382782,
-0.735796332359314,
0.41250771284103394,
-0.823825478553772,
0.7673927545547485,
-0.3535959720611572,
1.3685827255249023,
0.4158584773540497,
-1.0192694664001465,
1.566381573677063,
-0.27558696269989014,
0.5738387107849121,
-0.5994521975517273,
-0.5265457034111023,
-0.7651427388191223,
0.2725522518157959,
1.9890624284744263,
-0.26922130584716797,
1.4972985982894897,
-0.3141382336616516,
-1.5104280710220337,
-1.614240050315857,
0.9431660175323486,
0.4184652864933014,
-0.7832295894622803,
0.16958367824554443,
-0.29936233162879944,
0.17780359089374542,
-0.09599873423576355,
1.135988473892212,
1.2540297508239746,
0.661910355091095,
-0.4068514108657837,
-0.9580122828483582,
0.2457752823829651,
-0.19125349819660187,
-0.6388253569602966,
-1.7693486213684082,
-0.3928391635417938,
0.003830372355878353,
0.6714229583740234,
-1.2429225444793701,
1.640195369720459,
0.9186469912528992,
1.8952792882919312,
1.0373010635375977,
-0.32901260256767273,
1.4938896894454956,
0.1489226222038269,
1.7987804412841797,
-0.48651060461997986,
0.6303344368934631,
-0.3957127332687378,
-1.1346262693405151,
0.7571297287940979,
-0.30230218172073364,
-1.9857853651046753,
-0.7314308881759644,
-0.8195823431015015,
-0.22460857033729553,
-0.7727138996124268,
0.9088981747627258,
-0.2878906726837158,
-1.460631012916565,
0.32449567317962646,
-0.7310112714767456,
0.1958143562078476,
-1.2123395204544067,
0.395111620426178,
0.6907099485397339,
-0.5267525315284729,
0.11855506896972656,
-0.27504226565361023,
-1.2725237607955933,
-0.45877203345298767,
0.3289075791835785,
1.856755256652832,
-0.7664968371391296,
0.9108681678771973,
1.1084643602371216,
-0.6924868226051331,
0.019573837518692017,
0.26403751969337463,
-0.23922018706798553,
0.8693661093711853,
-0.9898128509521484,
-0.46799516677856445,
1.2221249341964722,
-0.34786251187324524,
-0.6127305030822754,
1.4814071655273438,
0.7415249943733215,
-1.0217437744140625,
-0.25684529542922974,
-0.09715654700994492,
-0.7770324349403381,
0.10685914754867554,
-1.607828140258789,
-0.15883266925811768,
0.4460715055465698,
-1.5786781311035156,
-0.4429323375225067,
-0.22039929032325745,
1.3957363367080688,
-0.09679817408323288,
1.5038902759552002,
-0.3827415406703949,
-0.21682804822921753,
-0.2948243021965027,
-0.39469006657600403,
0.2126920223236084,
-0.18063202500343323,
-0.5854507684707642,
0.183577299118042,
-0.7566635012626648,
0.3451472520828247,
1.418308973312378,
0.3428877890110016,
0.012665154412388802,
0.5042246580123901,
1.0517922639846802,
0.4361526370048523,
-0.01440795511007309,
-0.8900279998779297,
-1.5050073862075806,
1.9882922172546387,
-1.4387753009796143,
2.0444085597991943,
0.751244068145752,
0.006243592128157616,
-1.7774544954299927,
-1.8524779081344604,
1.3661456108093262,
1.0736184120178223,
2.27195143699646,
0.5371049642562866,
0.3737678825855255,
-0.8768037557601929,
-0.6783195734024048,
0.25457867980003357,
-0.9948505163192749,
-0.7738151550292969,
0.1565236747264862,
2.4632973670959473,
1.7346285581588745,
-0.3745049238204956,
-0.10219302028417587,
-0.9748493432998657,
1.4332410097122192,
-0.17354242503643036,
0.26637914776802063,
1.9964344501495361,
-0.2026226967573166,
-1.0046178102493286,
1.2048265933990479,
-2.4078547954559326,
0.15919072926044464,
2.057342767715454,
0.2915995419025421,
0.08237925916910172,
-1.4065937995910645,
-0.6566792130470276,
-0.2889803349971771,
-0.43177077174186707,
-1.2126868963241577,
0.5420443415641785,
-0.3322942852973938,
-0.7989603877067566,
-1.4294886589050293,
0.21874544024467468,
-1.0786625146865845,
-1.6343810558319092,
0.17432256042957306,
1.8816293478012085,
2.0486223697662354,
-0.7394067049026489,
1.573058009147644,
-0.31703507900238037,
0.22263431549072266,
1.243443250656128,
1.2356737852096558,
3.1221001148223877,
1.9922723770141602,
-1.2340881824493408,
0.646368145942688,
-0.11059167981147766,
-0.4361998736858368,
1.1215158700942993,
-1.2102861404418945,
1.3687944412231445,
-0.09323257952928543,
-1.2024167776107788,
-1.1870838403701782,
1.0016605854034424,
0.5748013257980347,
0.009488558396697044,
-0.4487866461277008,
1.2264584302902222,
0.07229287922382355,
1.2745572328567505,
0.46248283982276917,
-0.34409573674201965,
0.6241487860679626,
-0.4325432777404785,
-0.5262516140937805,
1.5442783832550049,
0.179292693734169,
-1.4374271631240845,
-2.2231285572052,
-0.3053877353668213,
-0.8388472199440002,
0.00040428899228572845,
-0.6317750811576843,
-0.9766393899917603,
1.6148477792739868,
0.3497506380081177,
-1.2448102235794067,
-0.23902662098407745,
-0.3667314648628235,
-0.594429612159729,
2.7342543601989746,
-1.300215244293213,
-0.27645888924598694,
-0.9477863311767578,
-0.6512316465377808,
1.6509292125701904,
-1.2321795225143433,
-0.2519448697566986,
-1.01023268699646,
-0.6210387349128723,
-1.2560739517211914,
-0.5465933084487915,
-0.0340912900865078,
-0.9389357566833496,
0.8830350041389465,
0.15667535364627838,
-1.1915464401245117,
-0.31377720832824707,
-0.9291141033172607,
0.8733447790145874,
-0.015085543505847454,
0.20138490200042725,
1.7835066318511963,
0.31587862968444824,
-0.43602800369262695,
0.7711191177368164,
1.109412670135498,
0.6569945216178894,
-0.7114329934120178,
0.21549704670906067,
-0.639967679977417,
0.33332860469818115,
-1.166379690170288,
0.3617279529571533,
-2.940078020095825,
0.6160194873809814,
-0.02417723834514618,
-0.05372264236211777,
-0.05303379148244858,
-1.2435613870620728,
1.1592228412628174,
2.5316905975341797,
-1.1599867343902588,
0.5330909490585327,
0.36675530672073364,
1.1973267793655396,
-1.599210262298584,
0.36012494564056396,
-0.4399902820587158,
2.129509449005127,
0.2263702005147934,
1.2296056747436523,
-0.43472930788993835,
-2.341657876968384,
0.6637955904006958,
-1.2730214595794678,
-1.1811329126358032,
0.7181239128112793,
-0.9457309246063232,
0.10698641091585159,
-1.3595820665359497,
-0.2595587968826294,
-0.8108721971511841,
-1.1869735717773438,
0.6704214215278625,
0.18699075281620026,
0.4101960062980652,
-0.5451969504356384,
0.3398195207118988,
-2.217848062515259,
-1.3330833911895752,
-0.23853689432144165,
-0.9883919358253479,
0.46435925364494324,
-0.3864234387874603,
0.723870038986206,
-0.19503958523273468,
0.05545087903738022,
0.3346658945083618,
1.426460862159729,
3.35093355178833,
0.08663385361433029,
0.32711538672447205,
-0.1662033498287201,
-0.9254851341247559,
1.4863619804382324,
0.9310508370399475,
-0.14118877053260803,
-0.47848594188690186,
-1.1359503269195557,
1.2681918144226074,
1.9578182697296143,
0.964282214641571,
-0.0029162075370550156,
-0.7668343782424927,
-0.6691989302635193,
-0.06934203952550888,
0.14624114334583282,
0.5122901201248169,
0.8726454973220825,
0.06489525735378265,
0.11245114356279373,
1.450420618057251,
1.1771173477172852,
-0.4693325459957123,
0.3176693618297577,
-0.8384205102920532,
-0.47165635228157043,
0.4588860869407654,
0.24981200695037842,
-0.033401016145944595,
0.291052907705307,
-0.9630688428878784,
-0.1935492306947708,
-0.43424469232559204,
-0.949222981929779,
-0.6995052099227905,
-0.41822606325149536,
-0.4140550494194031,
1.6399096250534058,
0.17909683287143707,
-0.5281315445899963,
-0.013116162270307541,
-0.7296276092529297,
-0.042648397386074066,
-1.1368954181671143,
0.2380051612854004,
-0.10869992524385452,
-0.12224888801574707,
-0.1499549001455307,
1.7764824628829956,
-0.9104666113853455,
-2.083815336227417,
0.18810027837753296,
0.21468615531921387,
-0.19710776209831238,
0.2825556993484497,
1.636252760887146,
0.49497872591018677,
1.511309266090393,
1.299277901649475,
0.9824410676956177,
-0.6532245874404907,
-1.3590373992919922,
0.7358136177062988,
1.0105249881744385,
-1.4153169393539429,
0.7653864622116089,
0.0059120506048202515,
-0.4785408079624176,
0.6788317561149597,
1.2529094219207764,
0.5003352165222168,
-2.073185920715332,
0.8337283730506897,
-1.0196824073791504,
0.7778860330581665,
0.687258780002594,
0.6341608166694641,
0.20434285700321198,
0.8310564160346985,
-1.180774211883545,
-1.1132886409759521,
-0.725138783454895,
-0.7020883560180664,
1.9726675748825073,
-0.3179275691509247,
0.5739007592201233,
-0.20499758422374725,
-1.3709590435028076,
0.017508992925286293,
0.6558765172958374,
0.34706389904022217,
-0.4277585744857788,
0.7986032366752625,
-0.762241005897522,
-1.2146183252334595,
-1.410323977470398,
-0.43737202882766724,
-1.07272207736969,
-1.01042902469635,
1.0790698528289795,
0.7350091934204102,
0.2288089394569397,
1.8366214036941528,
0.579835832118988,
0.29235342144966125,
-2.6122186183929443,
0.9967628717422485,
0.22806115448474884,
-0.03857649862766266,
0.8437507152557373,
0.24389702081680298,
1.0736430883407593,
0.00009798351675271988,
0.5092971324920654,
-2.3786094188690186,
2.292348861694336,
-0.23931849002838135,
0.6711820363998413,
0.019374055787920952,
-0.09978099167346954,
1.0775611400604248,
0.6020369529724121,
0.6547490954399109,
-1.0470515489578247,
0.7032753229141235,
-0.5939795970916748,
1.289718747138977,
0.8580099940299988,
-0.785834789276123,
-0.0647682398557663,
1.2956478595733643,
0.45721426606178284,
-0.5334159135818481,
-0.9314931631088257,
-1.0642616748809814,
0.9375760555267334,
1.6632041931152344,
-0.09586623311042786,
-0.04089934378862381,
0.8207515478134155,
0.6526916027069092,
-1.3223484754562378,
0.06194198131561279,
-0.7181742191314697,
-0.7226234674453735,
1.5229676961898804,
2.0825297832489014,
-0.15675637125968933,
-0.21801993250846863,
-0.7181618213653564,
-1.303465485572815,
0.7057399153709412,
-0.08454877138137817,
0.07320751249790192,
0.6206866502761841,
-0.5469963550567627,
0.9519345164299011,
0.8332300782203674,
0.890402615070343,
0.18421414494514465,
0.2312939614057541,
0.3720000684261322,
-0.33420342206954956,
-1.2019357681274414,
-0.24655109643936157,
-0.9993166327476501,
-2.5993082523345947,
0.4401411712169647,
-0.15443389117717743,
-1.3636798858642578,
0.04804083704948425,
-1.0458478927612305,
0.9548082947731018,
-0.5497004985809326,
-1.1285866498947144,
-1.492067575454712,
0.07712852209806442,
-0.08160728216171265,
0.9161662459373474,
-1.5962311029434204,
-0.11612749844789505,
1.2998344898223877,
0.905302107334137,
-0.6949282884597778,
1.1393598318099976,
0.2765551507472992,
1.0223251581192017,
0.8004650473594666,
-0.36835166811943054,
0.6099039912223816,
0.057775259017944336,
-1.3702472448349,
0.5118402242660522,
1.161612868309021,
0.25127407908439636,
1.5377132892608643,
-0.6369185447692871,
-0.07489747554063797,
0.43556877970695496,
-0.6598762273788452,
-0.43065428733825684,
-0.49863868951797485,
0.7044742107391357,
-0.059762317687273026,
-0.8690316081047058,
0.053008392453193665,
-0.08602244406938553,
-0.1944335252046585,
0.1129060760140419,
-1.4900660514831543,
-0.10857226699590683,
-0.3305414021015167,
-0.6443291902542114,
-1.3088690042495728,
-0.022847730666399002,
1.4261952638626099,
-0.8287856578826904,
-0.22520457208156586,
0.39243265986442566,
0.4298798441886902,
0.5205701589584351,
0.6849004030227661,
-0.6297410726547241,
-0.29111358523368835,
-0.18237313628196716,
-0.29901835322380066,
0.35390663146972656,
1.4076448678970337,
-0.12418949604034424,
-0.9984703063964844,
0.7447238564491272,
-0.3212330937385559,
0.07376054674386978,
1.917019248008728,
0.11616790294647217,
-0.8219470381736755,
0.2730754315853119,
-0.7509710788726807,
1.9687995910644531,
1.657674789428711,
1.3370026350021362,
-0.22311443090438843,
-0.9359429478645325,
0.6253951787948608,
-0.39307111501693726,
-0.38142654299736023,
0.8846217393875122,
0.43858301639556885,
-0.2205999195575714,
-1.2919963598251343,
0.7201113104820251,
1.222514271736145,
-0.8710130453109741,
-0.8461534380912781,
0.21387141942977905,
-0.7629655599594116,
1.0719643831253052,
0.6774079203605652,
0.39983507990837097,
0.24147549271583557,
1.606113314628601,
0.8039195537567139,
-0.5606020092964172,
0.5551372170448303,
0.5044341087341309,
-0.25143003463745117,
-2.1217989921569824,
-1.1059330701828003,
0.38332727551460266,
-0.605298638343811,
-1.6160612106323242,
1.3816465139389038,
-1.0602988004684448,
-1.016188621520996,
0.5362488627433777,
0.04867292568087578,
1.4239052534103394,
0.3737947940826416,
1.5541837215423584,
2.035438299179077,
0.8507381081581116,
0.4612227976322174,
1.2828835248947144,
-0.18621918559074402,
-0.5037094354629517,
1.8264073133468628,
-0.45663192868232727,
0.45534732937812805,
1.1414353847503662,
-0.3212839365005493,
-1.03104567527771,
-0.7355055809020996,
-1.1753686666488647,
-0.6607353091239929,
1.1003668308258057,
0.16910292208194733,
-1.0955718755722046,
0.24426904320716858,
1.4897537231445312,
0.12844321131706238,
-0.3664528727531433,
0.6440498232841492,
0.3222862184047699,
-0.7857758402824402,
0.004406985826790333,
-0.9806360602378845,
0.5440222024917603,
-0.2870256006717682,
-0.32590872049331665,
0.32279351353645325,
0.39824730157852173,
1.3347840309143066,
-0.045614153146743774,
0.17215335369110107,
1.1572118997573853,
-1.3649075031280518,
1.4894636869430542,
-0.6449925899505615,
0.2688893973827362,
-2.2688262462615967,
1.2844533920288086,
-0.8029929399490356,
1.9737588167190552,
-2.69169020652771,
0.45761406421661377,
-0.6762818694114685,
-0.45407700538635254,
0.3321778178215027,
-0.35529905557632446,
0.07486776262521744,
-0.14165228605270386,
-1.15927255153656,
-0.0519951730966568,
-0.7132949829101562,
0.5527268052101135,
1.112611174583435,
1.2983803749084473,
-1.1032793521881104,
-0.25698357820510864,
-1.7158437967300415,
-0.16393354535102844,
-0.8286408185958862,
0.4721251428127289,
-2.0392322540283203,
-0.20911775529384613,
-1.8904272317886353,
-2.339359998703003,
-1.1872934103012085,
-0.8320444822311401,
1.1487255096435547,
0.16628381609916687,
-0.8474240303039551,
1.24372136592865,
-0.2978067398071289,
-1.8446353673934937,
1.0334973335266113,
-2.079883337020874
] |
https://github.com/huggingface/datasets/issues/6079 | Iterating over DataLoader based on HF datasets is stuck forever | "Thanks @mariosasko for your prompt response, here's the stack trace:\r\n\r\n```\r\nKeyboardInterrup(...TRUNCATED) | "### Describe the bug\r\n\r\nI am using Amazon Sagemaker notebook (Amazon Linux 2) with python 3.10 (...TRUNCATED) | 11 | 308 | "Iterating over DataLoader based on HF datasets is stuck forever \n ### Describe the bug\r\n\r\nI am(...TRUNCATED) | [-1.2974315881729126,-1.0190706253051758,-0.664889931678772,1.5647151470184326,-0.20822866261005402,(...TRUNCATED) |
https://github.com/huggingface/datasets/issues/6079 | Iterating over DataLoader based on HF datasets is stuck forever | "Update: If i let it run, it eventually fails with:\r\n\r\n```\r\nRuntimeError (...TRUNCATED) | "### Describe the bug\r\n\r\nI am using Amazon Sagemaker notebook (Amazon Linux 2) with python 3.10 (...TRUNCATED) | 11 | 416 | "Iterating over DataLoader based on HF datasets is stuck forever \n ### Describe the bug\r\n\r\nI am(...TRUNCATED) | [-1.270894169807434,-1.0062732696533203,-0.6609833240509033,1.563029408454895,-0.22833463549613953,-(...TRUNCATED) |
End of preview. Expand
in Dataset Viewer.
- Downloads last month
- 35