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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
Arrow.ArrowVector
An abstract type that subtypes `AbstractVector`. Each specific arrow array type
subtypes `ArrowVector`. See [`BoolVector`](@ref), [`Primitive`](@ref), [`List`](@ref),
[`Map`](@ref), [`FixedSizeList`](@ref), [`Struct`](@ref), [`DenseUnion`](@ref),
[`SparseUnion`](@ref), and [`DictEncoded`](@ref) for more details.
"""
abstract type ArrowVector{T} <: AbstractVector{T} end
Base.IndexStyle(::Type{A}) where {A<:ArrowVector} = Base.IndexLinear()
Base.similar(::Type{A}, dims::Dims) where {T,A<:ArrowVector{T}} = Vector{T}(undef, dims)
validitybitmap(x::ArrowVector) = x.validity
nullcount(x::ArrowVector) = validitybitmap(x).nc
getmetadata(x::ArrowVector) = x.metadata
Base.deleteat!(x::T, inds) where {T<:ArrowVector} = throw(
ArgumentError("`$T` does not support `deleteat!`; arrow data is by nature immutable"),
)
function toarrowvector(
x,
i=1,
de=Dict{Int64,Any}(),
ded=DictEncoding[],
meta=getmetadata(x);
compression::Union{Nothing,Symbol,LZ4FrameCompressor,ZstdCompressor}=nothing,
kw...,
)
@debugv 2 "converting top-level column to arrow format: col = $(typeof(x)), compression = $compression, kw = $(values(kw))"
@debugv 3 x
A = arrowvector(x, i, 0, 0, de, ded, meta; compression=compression, kw...)
if compression isa LZ4FrameCompressor
A = compress(Meta.CompressionType.LZ4_FRAME, compression, A)
elseif compression isa ZstdCompressor
A = compress(Meta.CompressionType.ZSTD, compression, A)
elseif compression isa Symbol && compression == :lz4
comp = lz4_frame_compressor()
A = Base.@lock comp begin
compress(Meta.CompressionType.LZ4_FRAME, comp[], A)
end
elseif compression isa Symbol && compression == :zstd
comp = zstd_compressor()
A = Base.@lock comp begin
compress(Meta.CompressionType.ZSTD, comp[], A)
end
end
@debugv 2 "converted top-level column to arrow format: $(typeof(A))"
@debugv 3 A
return A
end
function arrowvector(
x,
i,
nl,
fi,
de,
ded,
meta;
dictencoding::Bool=false,
dictencode::Bool=false,
maxdepth::Int=DEFAULT_MAX_DEPTH,
kw...,
)
if nl > maxdepth
error(
"reached nested serialization level ($nl) deeper than provided max depth argument ($(maxdepth)); to increase allowed nesting level, pass `maxdepth=X`",
)
end
T = maybemissing(eltype(x))
if !(x isa DictEncode) && !dictencoding && (dictencode || DataAPI.refarray(x) !== x)
x = DictEncode(x, dictencodeid(i, nl, fi))
elseif x isa DictEncoded
return arrowvector(
DictEncodeType,
x,
i,
nl,
fi,
de,
ded,
meta;
dictencode=dictencode,
kw...,
)
elseif !(x isa DictEncode)
x = ToArrow(x)
end
S = maybemissing(eltype(x))
if ArrowTypes.hasarrowname(T)
meta = _arrowtypemeta(
_normalizemeta(meta),
String(ArrowTypes.arrowname(T)),
String(ArrowTypes.arrowmetadata(T)),
)
end
return arrowvector(
S,
x,
i,
nl,
fi,
de,
ded,
meta;
dictencode=dictencode,
maxdepth=maxdepth,
kw...,
)
end
_normalizemeta(::Nothing) = nothing
_normalizemeta(meta) = toidict(String(k) => String(v) for (k, v) in meta)
_normalizecolmeta(::Nothing) = nothing
_normalizecolmeta(colmeta) = toidict(
Symbol(k) => toidict(String(v1) => String(v2) for (v1, v2) in v) for (k, v) in colmeta
)
function _arrowtypemeta(::Nothing, n, m)
return toidict(("ARROW:extension:name" => n, "ARROW:extension:metadata" => m))
end
function _arrowtypemeta(meta, n, m)
dict = Dict(meta)
dict["ARROW:extension:name"] = n
dict["ARROW:extension:metadata"] = m
return toidict(dict)
end
# now we check for ArrowType converions and dispatch on ArrowKind
function arrowvector(::Type{S}, x, i, nl, fi, de, ded, meta; kw...) where {S}
meta = _normalizemeta(meta)
return arrowvector(ArrowKind(S), x, i, nl, fi, de, ded, meta; kw...)
end
struct NullVector{T} <: ArrowVector{T}
data::MissingVector
metadata::Union{Nothing,Base.ImmutableDict{String,String}}
end
Base.size(v::NullVector) = (length(v.data),)
Base.getindex(v::NullVector{T}, i::Int) where {T} =
ArrowTypes.fromarrow(T, getindex(v.data, i))
arrowvector(::NullKind, x, i, nl, fi, de, ded, meta; kw...) = NullVector{eltype(x)}(
MissingVector(length(x)),
isnothing(meta) ? nothing : toidict(meta),
)
compress(Z::Meta.CompressionType.T, comp, v::NullVector) =
Compressed{Z,NullVector}(v, CompressedBuffer[], length(v), length(v), Compressed[])
function makenodesbuffers!(
col::NullVector,
fieldnodes,
fieldbuffers,
bufferoffset,
alignment,
)
push!(fieldnodes, FieldNode(length(col), length(col)))
@debugv 1 "made field node: nodeidx = $(length(fieldnodes)), col = $(typeof(col)), len = $(fieldnodes[end].length), nc = $(fieldnodes[end].null_count)"
return bufferoffset
end
function writebuffer(io, col::NullVector, alignment)
return
end
"""
Arrow.ValidityBitmap
A bit-packed array type where each bit corresponds to an element in an
[`ArrowVector`](@ref), indicating whether that element is "valid" (bit == 1),
or not (bit == 0). Used to indicate element missingness (whether it's null).
If the null count of an array is zero, the `ValidityBitmap` will be "empty"
and all elements are treated as "valid"/non-null.
"""
struct ValidityBitmap <: ArrowVector{Bool}
bytes::Vector{UInt8} # arrow memory blob
pos::Int # starting byte of validity bitmap
ℓ::Int # # of _elements_ (not bytes!) in bitmap (because bitpacking)
nc::Int # null count
end
Base.size(p::ValidityBitmap) = (p.ℓ,)
nullcount(x::ValidityBitmap) = x.nc
function ValidityBitmap(x)
T = eltype(x)
if !(T >: Missing)
return ValidityBitmap(UInt8[], 1, length(x), 0)
end
len = length(x)
blen = cld(len, 8)
bytes = Vector{UInt8}(undef, blen)
st = iterate(x)
nc = 0
b = 0xff
j = k = 1
for y in x
if y === missing
nc += 1
b = setbit(b, false, j)
end
j += 1
if j == 9
@inbounds bytes[k] = b
b = 0xff
j = 1
k += 1
end
end
if j > 1
bytes[k] = b
end
return ValidityBitmap(nc == 0 ? UInt8[] : bytes, 1, nc == 0 ? 0 : len, nc)
end
@propagate_inbounds function Base.getindex(p::ValidityBitmap, i::Integer)
# no boundscheck because parent array should do it
# if a validity bitmap is empty, it either means:
# 1) the parent array null_count is 0, so all elements are valid
# 2) parent array is also empty, so "all" elements are valid
p.nc == 0 && return true
# translate element index to bitpacked byte index
a, b = divrem(i - 1, 8) .+ (1, 1)
@inbounds byte = p.bytes[p.pos + a - 1]
# check individual bit of byte
return getbit(byte, b)
end
@propagate_inbounds function Base.setindex!(p::ValidityBitmap, v, i::Integer)
x = convert(Bool, v)
p.ℓ == 0 && !x && throw(BoundsError(p, i))
a, b = fldmod1(i, 8)
@inbounds byte = p.bytes[p.pos + a - 1]
@inbounds p.bytes[p.pos + a - 1] = setbit(byte, x, b)
return v
end
function writebitmap(io, col::ArrowVector, alignment)
v = col.validity
@debugv 1 "writing validity bitmap: nc = $(v.nc), n = $(cld(v.ℓ, 8))"
v.nc == 0 && return 0
n = Base.write(io, view(v.bytes, (v.pos):(v.pos + cld(v.ℓ, 8) - 1)))
return n + writezeros(io, paddinglength(n, alignment))
end
include("compressed.jl")
include("primitive.jl")
include("bool.jl")
include("list.jl")
include("fixedsizelist.jl")
include("map.jl")
include("struct.jl")
include("unions.jl")
include("dictencoding.jl")