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add groupby with function input
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krynju committed Sep 5, 2021
1 parent 79993d7 commit a5b5267
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Showing 3 changed files with 102 additions and 43 deletions.
56 changes: 52 additions & 4 deletions src/table/groupby.jl
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@ function groupby(d::DTable, col::Symbol; merge=true, chunksize=0)
Tables.materializer(_chunk)(m)
end

chunk_wrap = (_chunk, _col) -> begin
create_distinct_partitions = (_chunk, _col) -> begin
vals = distinct_values(_chunk, _col)
sort!(vals)
if length(vals) > 1
Expand All @@ -16,15 +16,63 @@ function groupby(d::DTable, col::Symbol; merge=true, chunksize=0)
end
end

v = [Dagger.@spawn chunk_wrap(c, col) for c in d.chunks]
v = [Dagger.@spawn create_distinct_partitions(c, col) for c in d.chunks]

#ret = _build_groupby_index(merge, chunksize, tabletype(d), fetch.(v)...)
ret = fetch(Dagger.@spawn _build_groupby_index(merge, chunksize, tabletype(d), v...))
ret = _build_groupby_index(merge, chunksize, tabletype(d), fetch.(v)...)
# Commented spawn version due to instability
#ret = fetch(Dagger.@spawn _build_groupby_index(merge, chunksize, tabletype(d), v...))
DTable(VTYPE(ret[2]), d.tabletype, Dict(col => ret[1]))
end


function groupby(d::DTable, f::Function; merge=true, chunksize=0)

filter_wrap = (_chunk, _f) -> begin
m = TableOperations.filter(_f, _chunk)
Tables.materializer(_chunk)(m)
end

chunk_wrap = (_chunk, _f, _sink) -> begin
# it = iterate(Tables.rows(_chunk))
# vals = nothing
# if it !== nothing
# vals = Dict{typeof(_f(it[1])), Vector{typeof(it[1])}}()
# else
# return []
# end

distinct = unique(Tables.getcolumn(Tables.columntable(TableOperations.map(x->(r=_f(x),), _chunk)), :r))


r = [k => Dagger.spawn(filter_wrap, _chunk, (x)->_f(x) == k) for k in distinct]


# unstable for whatever reason
# for row in Tables.rows(_chunk)
# v = _f(row)
# if haskey(vals, v)
# push!(vals[v], row)
# else
# vals[v] = [row]
# end
# end

# collect_chunk = (rows) -> _sink(Tables.columntable(rows))
# map(k -> k => Dagger.spawn(collect_chunk, vals[k]), collect(keys(vals)))
end

sink = Tables.materializer(tabletype(d)())
v = [Dagger.@spawn chunk_wrap(c, f, sink) for c in d.chunks]

ret = _build_groupby_index(merge, chunksize, tabletype(d), fetch.(v)...)
# Commented out spawn version due to instability
#ret = fetch(Dagger.@spawn _build_groupby_index(merge, chunksize, tabletype(d), v...))
DTable(VTYPE(ret[2]), d.tabletype, Dict(:f => ret[1]))
end

function _build_groupby_index(merge::Bool, chunksize::Int, tabletype, vs...)
v = vcat(vs...)

ks = unique(map(x-> x[1], v))
chunks = Vector{Union{EagerThunk, Nothing}}(map(x-> x[2], v))

Expand Down
30 changes: 15 additions & 15 deletions test/runtests.jl
Original file line number Diff line number Diff line change
Expand Up @@ -5,10 +5,10 @@ using Test
using Dagger
using UUIDs

include("util.jl")
include("fakeproc.jl")
# include("util.jl")
# include("fakeproc.jl")

include("thunk.jl")
# include("thunk.jl")

#= FIXME: Unreliable, and some thunks still get retained
# N.B. We need a few of these probably because of incremental WeakRef GC
Expand All @@ -25,19 +25,19 @@ state = Dagger.Sch.EAGER_STATE[]
@test_broken isempty(state.cache)
=#

include("scheduler.jl")
include("processors.jl")
include("ui.jl")
include("checkpoint.jl")
include("scopes.jl")
include("domain.jl")
include("array.jl")
include("cache.jl")
# include("scheduler.jl")
# include("processors.jl")
# include("ui.jl")
# include("checkpoint.jl")
# include("scopes.jl")
# include("domain.jl")
# include("array.jl")
# include("cache.jl")
include("table.jl")
try # TODO: Fault tolerance is sometimes unreliable
include("fault-tolerance.jl")
catch
end
# try # TODO: Fault tolerance is sometimes unreliable
# include("fault-tolerance.jl")
# catch
# end
println(stderr, "tests done. cleaning up...")
Dagger.cleanup()
println(stderr, "all done.")
59 changes: 35 additions & 24 deletions test/table.jl
Original file line number Diff line number Diff line change
Expand Up @@ -211,32 +211,43 @@ using CSV
@test tabletype(dt) == NamedTuple # fallback in case it can't be found
end

@testset "groupby" begin
@testset "Dagger.groupby" begin
d = DTable((a=repeat(['a','b','c','d'], 6),), 4)
@test length(groupby(d, :a).chunks) == 4
@test length(groupby(d, :a, chunksize=1).chunks) == 24
@test length(groupby(d, :a, merge=false).chunks) == 24
@test length(groupby(d, :a, chunksize=2).chunks) == 12
@test length(groupby(d, :a, chunksize=3).chunks) == 8
@test length(groupby(d, :a, chunksize=6).chunks) == 4

@test sort(collect(fetch(d).a)) == sort(collect(fetch(groupby(d, :a)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(groupby(d, :a, chunksize=3)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(groupby(d, :a, chunksize=1)).a))

@test length(Dagger.groupby(d, :a).chunks) == 4
@test length(Dagger.groupby(d, :a, chunksize=1).chunks) == 24
@test length(Dagger.groupby(d, :a, merge=false).chunks) == 24
@test length(Dagger.groupby(d, :a, chunksize=2).chunks) == 12
@test length(Dagger.groupby(d, :a, chunksize=3).chunks) == 8
@test length(Dagger.groupby(d, :a, chunksize=6).chunks) == 4

@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, :a)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, :a, chunksize=3)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, :a, chunksize=1)).a))

d = DTable((a=repeat(['a','a', 'b', 'b'], 6),), 2)
@test length(groupby(d, :a).chunks) == 2
@test length(groupby(d, :a, chunksize=1).chunks) == 12
@test length(groupby(d, :a, merge=false).chunks) == 12
@test length(groupby(d, :a, chunksize=2).chunks) == 12
@test length(groupby(d, :a, chunksize=3).chunks) == 12 # grouping doesn't split chunks, so two 2-long chunks won't merge on chunksize 3
@test length(groupby(d, :a, chunksize=4).chunks) == 6
@test length(groupby(d, :a, chunksize=6).chunks) == 4
@test length(groupby(d, :a, chunksize=12).chunks) == 2
@test length(groupby(d, :a, chunksize=24).chunks) == 2

@test sort(collect(fetch(d).a)) == sort(collect(fetch(groupby(d, :a)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(groupby(d, :a, chunksize=5)).a))
@test length(Dagger.groupby(d, :a).chunks) == 2
@test length(Dagger.groupby(d, :a, chunksize=1).chunks) == 12
@test length(Dagger.groupby(d, :a, merge=false).chunks) == 12
@test length(Dagger.groupby(d, :a, chunksize=2).chunks) == 12
@test length(Dagger.groupby(d, :a, chunksize=3).chunks) == 12 # grouping doesn't split chunks, so two 2-long chunks won't merge on chunksize 3
@test length(Dagger.groupby(d, :a, chunksize=4).chunks) == 6
@test length(Dagger.groupby(d, :a, chunksize=6).chunks) == 4
@test length(Dagger.groupby(d, :a, chunksize=12).chunks) == 2
@test length(Dagger.groupby(d, :a, chunksize=24).chunks) == 2

@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, :a)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, :a, chunksize=5)).a))

d = DTable((a=repeat(collect(10:29), 6),), 4)
@test length(Dagger.groupby(d, x -> x.a % 10).chunks) == 10
@test length(Dagger.groupby(d, x -> x.a % 10, chunksize=1).chunks) == 120
@test length(Dagger.groupby(d, x -> x.a % 10, merge=false).chunks) == 120
@test length(Dagger.groupby(d, x -> x.a % 10, chunksize=2).chunks) == 60
@test length(Dagger.groupby(d, x -> x.a % 10, chunksize=3).chunks) == 40
@test length(Dagger.groupby(d, x -> x.a % 10, chunksize=6).chunks) == 20

@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, x -> x.a % 10)).a))
@test sort(collect(fetch(d).a)) == sort(collect(fetch(Dagger.groupby(d, x -> x.a % 10, chunksize=5)).a))
end
end

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