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[BUG][GPU Logic Bug] "SELECT ((<column>) IS DISTINCT FROM ((CASE <column> WHEN <number> THEN <number> END ))) FROM <table>" brings Error #1234

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qwebug opened this issue Sep 20, 2023 · 0 comments
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bug Something isn't working needs triage Awaiting triage by a dask-sql maintainer

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@qwebug
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qwebug commented Sep 20, 2023

What happened:

"SELECT ((<column>) IS DISTINCT FROM ((CASE <column> WHEN <number> THEN <number> END ))) FROM <table>" brings different results, when using CPU and GPU.

What you expected to happen:

It is the same result, when using CPU and GPU.

Minimal Complete Verifiable Example:

import pandas as pd
import dask.dataframe as dd
from dask_sql import Context

c = Context()

df0 = pd.DataFrame({
    'c0': [39.0000],
})
t0 = dd.from_pandas(df0, npartitions=1)

c.create_table('t0', t0, gpu=False)
c.create_table('t0_gpu', t0, gpu=True)

print('CPU Result:')
result1= c.sql("SELECT ((t0.c0) IS DISTINCT FROM ((CASE t0.c0 WHEN 0.1 THEN (1) END ))) FROM t0").compute()
print(result1)

print('GPU Result:')
result2= c.sql("SELECT ((t0_gpu.c0) IS DISTINCT FROM ((CASE t0_gpu.c0 WHEN 0.1 THEN (1) END ))) FROM t0_gpu").compute()
print(result2)

Result:

INFO:numba.cuda.cudadrv.driver:init
CPU Result:
   t0.c0 IS DISTINCT FROM CASE t0.c0 WHEN Float64(0.1) THEN Int64(1) END
0                                               True                    
GPU Result:
  t0_gpu.c0 IS DISTINCT FROM CASE t0_gpu.c0 WHEN Float64(0.1) THEN Int64(1) END
0                                               <NA>                           
INFO:numba.cuda.cudadrv.driver:add pending dealloc: module_unload ? bytes

Anything else we need to know?:

Environment:

@qwebug qwebug added bug Something isn't working needs triage Awaiting triage by a dask-sql maintainer labels Sep 20, 2023
@qwebug qwebug changed the title [BUG][Logic Bug] "SELECT ((<column>) IS DISTINCT FROM ((CASE <column> WHEN <number> THEN <number> END ))) FROM <table>" brings Error [BUG][GPU Logic Bug] "SELECT ((<column>) IS DISTINCT FROM ((CASE <column> WHEN <number> THEN <number> END ))) FROM <table>" brings Error Jan 22, 2024
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