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fix: fix #4669 by handling empty decision scores elements #4670

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Feb 27, 2024
Merged

fix: fix #4669 by handling empty decision scores elements #4670

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56d41da
fix: fix #4669 by handling empty decision scores elements
jackgerrits Nov 27, 2023
d711d20
simplify test
jackgerrits Nov 28, 2023
acb36e3
ensure empty predictions do not affect num_labeled as well as loss
jackgerrits Dec 8, 2023
f6448b8
Merge branch 'master' into fix/issue4669
ataymano Jan 22, 2024
89254ad
Update conditional_contextual_bandit.cc
jackgerrits Feb 1, 2024
d74b988
Merge branch 'master' into fix/issue4669
ataymano Feb 1, 2024
a185764
Merge branch 'master' into fix/issue4669
jackgerrits Feb 15, 2024
2f47639
Merge branch 'master' into fix/issue4669
jackgerrits Feb 20, 2024
0d8798e
Bounds check for explicit inclusion
jackgerrits Feb 27, 2024
56b5757
Formatting
jackgerrits Feb 27, 2024
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28 changes: 28 additions & 0 deletions test/core.vwtest.json
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Original file line number Diff line number Diff line change
Expand Up @@ -6073,5 +6073,33 @@
"depends_on": [
467
]
},
{
"id": 469,
"desc": "https://github.com/VowpalWabbit/vowpal_wabbit/issues/4669",
"vw_command": "--ccb_explore_adf -q UA --all_slots_loss -f issue4669.model -d train-sets/issue4669.txt",
"diff_files": {
"stderr": "train-sets/ref/issue4669_train.stderr",
"stdout": "train-sets/ref/issue4669_train.stdout"
},
"input_files": [
"train-sets/issue4669.txt"
]
},
{
"id": 470,
"desc": "https://github.com/VowpalWabbit/vowpal_wabbit/issues/4669",
"vw_command": "--ccb_explore_adf -q UA --all_slots_loss -i issue4669.model -t -d train-sets/issue4669.txt",
"diff_files": {
"stderr": "train-sets/ref/issue4669_test.stderr",
"stdout": "train-sets/ref/issue4669_test.stdout"
},
"input_files": [
"train-sets/issue4669.txt",
"issue4669.model"
],
"depends_on": [
469
]
}
]
50 changes: 50 additions & 0 deletions test/train-sets/issue4669.txt
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Original file line number Diff line number Diff line change
@@ -0,0 +1,50 @@
ccb shared |User userID='aUser'
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shouldn't we use simpler example here?

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I opted to add the test as is from the issue, I can add the simplified example with a -p too

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I'm going back on that. Updated the test to use your example.

ccb action |Action contentId='a'
ccb action |Action contentId='b'
ccb action |Action contentId='c'
ccb action |Action contentId='d'
ccb action |Action contentId='e'
ccb action |Action contentId='f'
ccb action |Action contentId='g'
ccb action |Action contentId='h'
ccb action |Action contentId='i'
ccb action |Action contentId='j'
ccb action |Action contentId='k'
ccb action |Action contentId='l'
ccb action |Action contentId='m'
ccb action |Action contentId='n'
ccb action |Action contentId='o'
ccb action |Action contentId='p'
ccb action |Action contentId='q'
ccb action |Action contentId='r'
ccb action |Action contentId='s'
ccb action |Action contentId='t'
ccb action |Action contentId='x'
ccb action |Action contentId='y'
ccb action |Action contentId='z'
ccb action |Action contentId='aa'
ccb action |Action contentId='ab'
ccb action |Action contentId='ac'
ccb action |Action contentId='ad'
ccb action |Action contentId='ae'
ccb action |Action contentId='af'
ccb action |Action contentId='ag'
ccb slot 7:0:0.2814157009124756,18:0.4986087679862976,0:0.09111946821212769,13:0.034919969737529755,17:0.022231325507164,24:0.021717887371778488,12:0.02091880328953266,22:0.008943566121160984,21:0.0035167494788765907,4:0.003486328525468707,8:0.00306233623996377,14:0.002975673880428076,25:0.002446186961606145,11:0.0013868052046746016,6:0.0007644615834578872,23:0.0007121390081010759,10:0.0006081887986510992,20:0.00046663329703733325,29:0.00024663639487698674,5:0.00020450385636650026,19:6.42634549876675e-05,15:6.378938996931538e-05,9:4.367829387774691e-05,27:2.616703204694204e-05,1:1.8396624000160955e-05,2:1.1368916602805257e-05,26:9.699509064375889e-06,16:5.553145911108004e-06,28:2.4986536573123885e-06,3:2.245711812065565e-06 7,18,0,13,17,24,12,22,21,4,8,14,25,11,6,23,10,20,29,5,19,15,9,27,1,2,26,16,28,3 |
ccb slot 28:0:0.38746780157089233,12:0.4452095031738281,17:0.11129308491945267,13:0.021261485293507576,2:0.010781776160001755,5:0.006623556837439537,14:0.006618801970034838,0:0.00422333087772131,3:0.0029810182750225067,25:0.0011069459142163396,22:0.0010891001438722014,21:0.00043250489397905767,20:0.00032753165578469634,29:0.0002478094829712063,24:0.0001928548444993794,18:3.78785262000747e-05,1:2.8776834369637072e-05,8:2.2285950763034634e-05,10:1.975510713236872e-05,19:1.1510705917316955e-05,15:1.0838572052307427e-05,4:4.2137894524785224e-06,11:2.6999800866178703e-06,16:1.461011038372817e-06,6:1.387319798595854e-06,27:1.0769275604616269e-06,23:9.243367458111607e-07,9:1.2605019605871348e-07,26:6.900691684741389e-10 28,12,17,13,2,5,14,0,3,25,22,21,20,29,24,18,1,8,10,19,15,4,11,16,6,27,23,9,26 |
ccb slot 21:0:0.009457200765609741,17:0.13830232620239258,20:0.06671705096960068,18:0.060711901634931564,13:0.04832380264997482,12:0.02896728552877903,15:0.027813201770186424,1:0.01238782238215208,5:0.5844042301177979,24:0.007916729897260666,22:0.005313423927873373,3:0.0030796348582953215,8:0.0026463039685040712,2:0.001610504579730332,4:0.0004394367279019207,14:0.0003743874840438366,11:0.0003052169340662658,9:0.0002891358162742108,10:0.0002627648937050253,0:0.0002489395847078413,25:0.00015549163799732924,29:0.00012897276610601693,23:7.323167665163055e-05,6:4.6114979340927675e-05,16:1.574967973283492e-05,27:4.545572664937936e-06,26:4.3639242903736886e-06,19:9.780344356613568e-08 21,17,20,18,13,12,15,1,5,24,22,3,8,2,4,14,11,9,10,0,25,29,23,6,16,27,26,19 |
ccb slot 25:0:0.04852084442973137,4:0.18842479586601257,0:0.11689016968011856,11:0.09394704550504684,15:0.07111208140850067,14:0.06413374841213226,1:0.2144840508699417,17:0.04394223168492317,22:0.04030191898345947,6:0.025946179404854774,20:0.02485107257962227,23:0.02306993119418621,8:0.01103772409260273,18:0.009649633429944515,24:0.0051767947152256966,3:0.004639864899218082,5:0.0036481451243162155,13:0.003012213623151183,27:0.0018589160172268748,2:0.0014349337434396148,12:0.0013534734025597572,16:0.0009505416383035481,26:0.0006534871645271778,19:0.0006136561860330403,29:0.00025192913017235696,9:4.8225138016277924e-05,10:4.6369124902412295e-05 25,4,0,11,15,14,1,17,22,6,20,23,8,18,24,3,5,13,27,2,12,16,26,19,29,9,10 |
ccb slot 22:-1:0.2308475524187088,29:0.7056121826171875,24:0.024420326575636864,13:0.017714975401759148,5:0.006036168430000544,15:0.004493136424571276,17:0.002671352354809642,14:0.0016715804813429713,18:0.001555807190015912,12:0.0014371434226632118,19:0.0010492069413885474,10:0.0006786655867472291,0:0.0003868465428240597,2:0.0003725361602846533,3:0.0003565707884263247,4:0.00022809540678281337,6:0.00016483885701745749,11:0.00013846883666701615,1:3.974044739152305e-05,16:3.603336153901182e-05,8:3.055339402635582e-05,27:1.7396419934812002e-05,20:1.5432331565534696e-05,23:1.4172852388583124e-05,9:1.0329640645068139e-05,26:8.735177061680588e-07 22,29,24,13,5,15,17,14,18,12,19,10,0,2,3,4,6,11,1,16,8,27,20,23,9,26 |
ccb slot 12:0:0.9093628525733948,0:0.04226174205541611,17:0.018896808847784996,13:0.009150444529950619,14:0.005060152616351843,24:0.0038528849836438894,11:0.0037376414984464645,1:0.0027163256891071796,20:0.0019985607359558344,5:0.0015763206174597144,6:0.0005092258215881884,18:0.0003184932575095445,2:0.0002330887655261904,8:0.00017497778753750026,23:4.659605838241987e-05,10:4.272087971912697e-05,29:2.479964132362511e-05,3:8.60487580212066e-06,27:6.880749879201176e-06,16:5.5458899623772595e-06,15:4.874308160651708e-06,9:3.708174290295574e-06,26:3.1738302368466975e-06,19:2.801355094561586e-06,4:8.652203291603655e-07 12,0,17,13,14,24,11,1,20,5,6,18,2,8,23,10,29,3,27,16,15,9,26,19,4 |
ccb slot 5:0:0.28719252347946167,17:0.23356057703495026,29:0.17160779237747192,20:0.1328369677066803,0:0.07422535866498947,23:0.050119683146476746,1:0.021847186610102654,13:0.012630262412130833,2:0.004507853649556637,8:0.0024876149836927652,3:0.0022544104140251875,9:0.0015914351679384708,18:0.0013845351058989763,10:0.001123852445743978,4:0.0008636291604489088,15:0.0004619551182258874,16:0.0004587841685861349,6:0.0004078721103724092,11:0.00021510760416276753,14:0.00014530900807585567,24:3.345161894685589e-05,26:2.9229657229734585e-05,27:1.3438097084872425e-05,19:1.2410271210683277e-06 5,17,29,20,0,23,1,13,2,8,3,9,18,10,4,15,16,6,11,14,24,26,27,19 |
ccb slot 20:0:0.028376348316669464,0:0.1662101000547409,1:0.046988535672426224,17:0.6560971140861511,3:0.02463809959590435,2:0.022943779826164246,8:0.02021339163184166,4:0.011480750516057014,6:0.006486969999969006,27:0.005383896175771952,18:0.005046996288001537,10:0.0017316940939053893,16:0.0012900123838335276,9:0.0011327711399644613,13:0.000544899667147547,23:0.000498446635901928,11:0.00048043631250038743,14:0.00018104366608895361,19:0.00012088919174857438,24:6.899452273501083e-05,29:5.0261642172699794e-05,15:3.0958537536207587e-05,26:3.547019559846376e-06 20,0,1,17,3,2,8,4,6,27,18,10,16,9,13,23,11,14,19,24,29,15,26 |
ccb slot 29:0:0.14386186003684998,4:0.18966703116893768,11:0.2729467749595642,1:0.10815022885799408,17:0.10176316648721695,24:0.048249997198581696,3:0.034515734761953354,2:0.0317024290561676,6:0.029643042013049126,14:0.01419538538902998,10:0.008138692937791348,0:0.00682934420183301,13:0.003933712374418974,9:0.0023981353733688593,8:0.0013491454301401973,23:0.000978886615484953,15:0.0006223535747267306,27:0.00042564209434203804,18:0.0003683240502141416,19:0.00018579690367914736,26:5.759065970778465e-05,16:1.6690515622030944e-05 29,4,11,1,17,24,3,2,6,14,10,0,13,9,8,23,15,27,18,19,26,16 |
ccb slot 16:0:0.8358462452888489,18:0.14180654287338257,8:0.006622648332268,0:0.0048446557484567165,13:0.003651235019788146,17:0.002547427313402295,2:0.0023207622580230236,14:0.0007652127533219755,9:0.0003962431219406426,3:0.00039094872772693634,6:0.0003010313375853002,1:0.00015582605556119233,4:0.0001078778732335195,27:8.33657686598599e-05,11:6.325534195639193e-05,26:5.2438019338296726e-05,24:2.5939621991710737e-05,10:1.2438776138878893e-05,15:5.886784038011683e-06,23:1.0229091351732222e-08,19:7.580823080388654e-09 16,18,8,0,13,17,2,14,9,3,6,1,4,27,11,26,24,10,15,23,19 |
ccb slot 17:0:0.5127939581871033,2:0.4746686518192291,19:0.006616346072405577,1:0.001669980469159782,3:0.0010488936677575111,24:0.0009213163866661489,6:0.0007942019728943706,14:0.0006952053518034518,23:0.0005310842534527183,27:0.00010622834088280797,0:5.494915967574343e-05,8:2.4259865313069895e-05,26:2.4085793484118767e-05,10:1.763248656061478e-05,13:1.2499597687565256e-05,4:9.418990885023959e-06,11:6.62406728224596e-06,15:4.250239726388827e-06,9:3.168663909036695e-07 17,2,19,1,3,24,6,14,23,27,0,8,26,10,13,4,11,15,9 |
ccb slot 2:0:0.3009277284145355,11:0.2405196875333786,0:0.12718695402145386,1:0.10248230397701263,4:0.10110407322645187,27:0.0488734170794487,14:0.031138606369495392,23:0.027005093172192574,15:0.01463699247688055,13:0.0021626290399581194,9:0.001511908951215446,24:0.0014617646811529994,26:0.000723238626960665,8:0.00015963710029609501,10:6.141114135971293e-05,3:4.065587563673034e-05,6:2.3371310362563236e-06,19:1.6080829254860873e-06 2,11,0,1,4,27,14,23,15,13,9,24,26,8,10,3,6,19 |
ccb slot 3:0:0.057185981422662735,27:0.14134737849235535,24:0.11761204898357391,11:0.09371144324541092,0:0.5287960171699524,6:0.03242357447743416,8:0.011251688934862614,14:0.007142344955354929,1:0.0070684002712368965,23:0.0012641034554690123,9:0.0005852219182997942,13:0.0005638026632368565,19:0.0004846873343922198,15:0.0002985078317578882,26:0.00022339983843266964,10:3.1262432457879186e-05,4:1.0203940291830804e-05 3,27,24,11,0,6,8,14,1,23,9,13,19,15,26,10,4 |
ccb slot 1:0:0.1249222531914711,24:0.25583717226982117,14:0.12867441773414612,23:0.26537543535232544,13:0.08874479681253433,15:0.04395920783281326,11:0.04107809066772461,26:0.026856984943151474,0:0.01694386824965477,6:0.005332316737622023,9:0.0009168571559712291,8:0.0005701580666936934,10:0.00035485764965415,4:0.00030593250994570553,27:9.87778403214179e-05,19:2.8945323720108718e-05 1,24,14,23,13,15,11,26,0,6,9,8,10,4,27,19 |
ccb slot 0:0:0.7005100846290588,15:0.15935854613780975,26:0.10210220515727997,6:0.01650484837591648,27:0.012556466273963451,14:0.003727053524926305,10:0.0025744284503161907,23:0.0013873651623725891,11:0.0004973539034835994,13:0.00025413508410565555,24:0.0002187014470109716,8:0.00016339073772542179,19:8.715951116755605e-05,4:4.481669020606205e-05,9:1.3443200259644073e-05 0,15,26,6,27,14,10,23,11,13,24,8,19,4,9 |
ccb slot 8:0:0.9874762892723083,6:0.00831417366862297,24:0.0015088269719853997,19:0.0014199139550328255,13:0.0005207555368542671,4:0.0003495477430988103,23:0.00022233030176721513,11:0.0001492148294346407,10:1.3149796359357424e-05,27:9.886987754725851e-06,15:9.333793059340678e-06,9:2.8232302611286286e-06,14:2.0402019345056033e-06,26:1.7364958466714597e-06 8,6,24,19,13,4,23,11,10,27,15,9,14,26 |
ccb slot 14:0:0.12711836397647858,9:0.23751074075698853,10:0.3793737292289734,27:0.08924281597137451,24:0.07040458917617798,15:0.06249556690454483,11:0.02001812309026718,4:0.009080302901566029,26:0.0017807148396968842,23:0.0015691084554418921,19:0.0009121194598264992,13:0.0004805738863069564,6:1.3344042599783279e-05 14,9,10,27,24,15,11,4,26,23,19,13,6 |
ccb slot 24:0:0.9453869462013245,19:0.029324114322662354,23:0.017052331939339638,13:0.004684425424784422,11:0.0012589030666276813,10:0.0009999927133321762,26:0.0009100232855416834,15:0.00019236477965023369,6:0.00014357283362187445,27:4.12082408729475e-05,9:3.6369422105053673e-06,4:2.426173068670323e-06 24,19,23,13,11,10,26,15,6,27,9,4 |
ccb slot 19:0:0.07647673040628433,13:0.26458504796028137,27:0.08122498542070389,26:0.548874020576477,11:0.025309467688202858,15:0.0020130074117332697,6:0.00121505802962929,23:0.00012354919454082847,9:9.067041537491605e-05,4:4.7242716391338035e-05,10:4.006700328318402e-05 19,13,27,26,11,15,6,23,9,4,10 |
23 changes: 23 additions & 0 deletions test/train-sets/ref/issue4669_test.stderr
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creating quadratic features for pairs: UA
only testing
using no cache
Reading datafile = train-sets/issue4669.txt
num sources = 1
Num weight bits = 18
learning rate = 0.5
initial_t = 1
power_t = 0.5
cb_type = mtr
Enabled learners: gd, generate_interactions, scorer-identity, csoaa_ldf-rank, cb_adf, cb_explore_adf_greedy, cb_sample, shared_feature_merger, ccb_explore_adf
Input label = CCB
Output pred = DECISION_PROBS
average since example example current current current
loss last counter weight label predict features
0.000000 0.000000 1 1.0 7:0,28:0,... 22,4,6,25,2... 2059

finished run
number of examples = 1
weighted example sum = 1.000000
weighted label sum = 0.000000
average loss = 0.000000
total feature number = 2059
1 change: 1 addition & 0 deletions test/train-sets/ref/issue4669_test.stdout
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[warning] model file has set of {-q, --cubic, --interactions} settings stored, but they'll be OVERRIDDEN by set of {-q, --cubic, --interactions} settings from command line.
23 changes: 23 additions & 0 deletions test/train-sets/ref/issue4669_train.stderr
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creating quadratic features for pairs: UA
final_regressor = issue4669.model
using no cache
Reading datafile = train-sets/issue4669.txt
num sources = 1
Num weight bits = 18
learning rate = 0.5
initial_t = 0
power_t = 0.5
cb_type = mtr
Enabled learners: gd, generate_interactions, scorer-identity, csoaa_ldf-rank, cb_adf, cb_explore_adf_greedy, cb_sample, shared_feature_merger, ccb_explore_adf
Input label = CCB
Output pred = DECISION_PROBS
average since example example current current current
loss last counter weight label predict features
-0.16661 -0.16661 1 1.0 7:0,28:0,... 7,28,21,25,... 3120

finished run
number of examples = 1
weighted example sum = 1.000000
weighted label sum = 0.000000
average loss = -0.166610
total feature number = 3120
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3 changes: 2 additions & 1 deletion vowpalwabbit/core/src/decision_scores.cc
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Expand Up @@ -26,7 +26,8 @@ void print_update(VW::workspace& all, const VW::multi_ex& slots, const VW::decis
std::string delim;
for (const auto& slot : decision_scores)
{
pred_ss << delim << slot[0].action;
if (slot.empty()) { pred_ss << delim << "None"; }
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should we add -p to test?

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Added it, it shows how suboptimal the empty line is. there's no way to distinguish between it and separators really... (apart from the fact you know two in sequence must be an empty action probs)

else { pred_ss << delim << slot[0].action; }
delim = ",";
}
all.sd->print_update(*all.output_runtime.trace_message, all.passes_config.holdout_set_off,
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13 changes: 11 additions & 2 deletions vowpalwabbit/core/src/reductions/conditional_contextual_bandit.cc
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Expand Up @@ -5,6 +5,7 @@
#include "vw/core/reductions/conditional_contextual_bandit.h"

#include "vw/config/options.h"
#include "vw/core/cb.h"
#include "vw/core/ccb_label.h"
#include "vw/core/ccb_reduction_features.h"
#include "vw/core/constant.h"
Expand Down Expand Up @@ -213,8 +214,12 @@ void clear_pred_and_label(ccb_data& data)
data.actions[data.action_with_label]->l.cb.costs.clear();
}

// true if there exists at least 1 action in the cb multi-example
bool has_action(VW::multi_ex& cb_ex) { return !cb_ex.empty(); }
// true if there exists at least 2 examples (since there can only be up to 1
// shared example), or the 0th example is not shared.
bool has_action(VW::multi_ex& cb_ex)
{
return cb_ex.size() > 1 || (!cb_ex.empty() && !VW::ec_is_example_header_cb(*cb_ex[0]));
}

// This function intentionally does not handle increasing the num_features of the example because
// the output_example function has special logic to ensure the number of features is correctly calculated.
Expand Down Expand Up @@ -547,6 +552,10 @@ void update_stats_ccb(const VW::workspace& /* all */, shared_data& sd, const ccb
num_labeled++;
if (i == 0 || data.all_slots_loss_report)
{
// It is possible for the prediction to be empty if there were no actions available at the time of taking the
// slot decision. In this case it does not contribute to loss.
if (preds[i].empty()) { continue; }
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should we also exclude this example from denominator? (num_labeled--)


const float l = VW::get_cost_estimate(outcome->probabilities[VW::details::TOP_ACTION_INDEX], outcome->cost,
preds[i][VW::details::TOP_ACTION_INDEX].action);
loss += l * preds[i][VW::details::TOP_ACTION_INDEX].score * ec_seq[VW::details::SHARED_EX_INDEX]->weight;
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56 changes: 56 additions & 0 deletions vowpalwabbit/core/tests/ccb_test.cc
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Expand Up @@ -145,3 +145,59 @@ TEST(Ccb, InsertInteractionsImplTest)

EXPECT_THAT(result, testing::ContainerEq(expected_after));
}

TEST(Ccb, ExplicitIncludedActionsNonExistentAction)
{
auto vw = VW::initialize(vwtest::make_args("--ccb_explore_adf", "--quiet"));
VW::multi_ex examples;
examples.push_back(VW::read_example(*vw, "ccb shared |"));
examples.push_back(VW::read_example(*vw, "ccb action |"));
examples.push_back(VW::read_example(*vw, "ccb slot 0:10:10 10 |"));

vw->learn(examples);

auto& decision_scores = examples[0]->pred.decision_scores;
EXPECT_EQ(decision_scores.size(), 1);
EXPECT_EQ(decision_scores[0].size(), 0);
vw->finish_example(examples);
}

TEST(Ccb, NoAvailableActions)
{
auto vw = VW::initialize(vwtest::make_args("--ccb_explore_adf", "--quiet", "--all_slots_loss"));
{
VW::multi_ex examples;
examples.push_back(VW::read_example(*vw, "ccb shared |"));
examples.push_back(VW::read_example(*vw, "ccb action | a"));
examples.push_back(VW::read_example(*vw, "ccb action | b"));
examples.push_back(VW::read_example(*vw, "ccb slot 0:-1:0.5 0,1 |"));
examples.push_back(VW::read_example(*vw, "ccb slot |"));

vw->learn(examples);

auto& decision_scores = examples[0]->pred.decision_scores;
EXPECT_EQ(decision_scores.size(), 2);
vw->finish_example(examples);
}

{
VW::multi_ex examples;
examples.push_back(VW::read_example(*vw, "ccb shared |"));
examples.push_back(VW::read_example(*vw, "ccb action | a"));
examples.push_back(VW::read_example(*vw, "ccb action | b"));
examples.push_back(VW::read_example(*vw, "ccb slot 0:-1:0.5 0,1 |"));
// This time restrict slot 1 to only have action 0 available
examples.push_back(VW::read_example(*vw, "ccb slot 0:-1:0.5 0 |"));

vw->predict(examples);

auto& decision_scores = examples[0]->pred.decision_scores;
EXPECT_EQ(decision_scores.size(), 2);
EXPECT_EQ(decision_scores[0].size(), 2);
EXPECT_EQ(decision_scores[0][0].action, 0);
EXPECT_EQ(decision_scores[0][1].action, 1);
EXPECT_EQ(decision_scores[1].size(), 0);

vw->finish_example(examples);
}
}
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