On Sep 16, 2016 11:30 AM, "Ben Ward" <axolotlfan9...@gmail.com> wrote: > > I see, but I thought I'd like to try and remove the instability as I wonder if it's one of the things preventing vectorisation of the @inbounds loop in the `distance` function.
Log can't be vectorized. Not yet at least. > > > On Friday, September 16, 2016 at 7:54:33 AM UTC+1, Kristoffer Carlsson wrote: >> >> It looks fine because for both the SSAValues with "problems" you later have: >> >> p::Array{Float64,1} = SSAValue(15) >> >> l::Array{Int64,1} = SSAValue(17) >> >> >> so they actually get correctly inferred. >> >> As long as your variables list and return value is ok then things are most likely ok. >> >> On Friday, September 16, 2016 at 4:37:09 AM UTC+2, Yichao Yu wrote: >>> >>> On Thu, Sep 15, 2016 at 10:08 AM, Ben Ward <axolotl...@gmail.com> wrote: >>> > Hi I have two functions and a function which calls them: >>> > >>> > @inline function expected_distance(::Type{JukesCantor69}, p::Float64) >>> > return -0.75 * log(1 - 4 * p / 3) >>> > end >>> > >>> > @inline function variance(::Type{JukesCantor69}, p::Float64, l::Int64) >>> > return p * (1 - p) / (((1 - 4 * p / 3) ^ 2) * l) >>> > end >>> > >>> > function distance{A<:NucleotideAlphabet}(::Type{JukesCantor69}, >>> > seqs::Vector{BioSequence{A}}) >>> > p, l = distance(Proportion{AnyMutation}, seqs) >>> > D = Vector{Float64}(length(p)) >>> > V = Vector{Float64}(length(p)) >>> > @inbounds for i in 1:length(p) >>> > D[i] = expected_distance(JukesCantor69, p[i]) >>> > V[i] = variance(JukesCantor69, p[i], l[i]) >>> > end >>> > return D, V >>> > end >>> > >>> > But I'm seeing type uncertainty: >>> > >>> > @code_warntype distance(JukesCantor69, dnas) >>> > >>> > Variables: >>> > >>> > #self#::Bio.Var.#distance >>> > >>> > #unused#::Type{Bio.Var.JukesCantor69} >>> > >>> > seqs::Array{Bio.Seq.BioSequence{Bio.Seq.DNAAlphabet{4}},1} >>> > >>> > p::Array{Float64,1} >>> > >>> > l::Array{Int64,1} >>> > >>> > #temp#@_6::Int64 >>> > >>> > D::Array{Float64,1} >>> > >>> > V::Array{Float64,1} >>> > >>> > #temp#@_9::Int64 >>> > >>> > i::Int64 >>> > >>> > >>> > Body: >>> > >>> > begin >>> > >>> > SSAValue(0) = $(Expr(:invoke, LambdaInfo for >>> > distance(::Type{Bio.Var.Proportion{Bio.Var.AnyMutation}}, >>> > ::Array{Bio.Seq.BioSequence{Bio.Seq.DNAAlphabet{4}},1}), >>> > :(Bio.Var.distance), Bio.Var.Proportion{Bio.Var.AnyMutation}, :(seqs))) >>> > >>> > #temp#@_6::Int64 = $(QuoteNode(1)) >>> > >>> > SSAValue(15) = >>> > (Base.getfield)(SSAValue(0),1)::Union{Array{Float64,1},Array{Int64,1}} >>> >>> I guess we should probably print ssavalue types to make this easier to analyse >>> >>> There's likely no type instability and the warning here is just spurious >>> >>> > >>> > SSAValue(16) = (Base.box)(Int64,(Base.add_int)(1,1)) >>> > >>> > p::Array{Float64,1} = SSAValue(15) >>> > >>> > #temp#@_6::Int64 = SSAValue(16) >>> > >>> > SSAValue(17) = >>> > (Base.getfield)(SSAValue(0),2)::Union{Array{Float64,1},Array{Int64,1}} >>> > >>> > SSAValue(18) = (Base.box)(Int64,(Base.add_int)(2,1)) >>> > >>> > l::Array{Int64,1} = SSAValue(17) >>> > >>> > #temp#@_6::Int64 = SSAValue(18) # line 314: >>> > >>> > SSAValue(7) = (Base.arraylen)(p::Array{Float64,1})::Int64 >>> > >>> > D::Array{Float64,1} = >>> > (Core.ccall)(:jl_alloc_array_1d,(Core.apply_type)(Core.Array,Float64,1)::Type{Array{Float64,1}},(Core.svec)(Core.Any,Core.Int)::SimpleVector,Array{Float64,1},0,SSAValue(7),0)::Array{Float64,1} >>> > # line 315: >>> > >>> > SSAValue(9) = (Base.arraylen)(p::Array{Float64,1})::Int64 >>> > >>> > V::Array{Float64,1} = >>> > (Core.ccall)(:jl_alloc_array_1d,(Core.apply_type)(Core.Array,Float64,1)::Type{Array{Float64,1}},(Core.svec)(Core.Any,Core.Int)::SimpleVector,Array{Float64,1},0,SSAValue(9),0)::Array{Float64,1} >>> > # line 316: >>> > >>> > $(Expr(:inbounds, true)) >>> > >>> > SSAValue(11) = (Base.arraylen)(p::Array{Float64,1})::Int64 >>> > >>> > SSAValue(19) = >>> > (Base.select_value)((Base.sle_int)(1,SSAValue(11))::Bool,SSAValue(11),(Base.box)(Int64,(Base.sub_int)(1,1)))::Int64 >>> > >>> > #temp#@_9::Int64 = 1 >>> > >>> > 22: >>> > >>> > unless (Base.box)(Base.Bool,(Base.not_int)((#temp#@_9::Int64 === >>> > (Base.box)(Int64,(Base.add_int)(SSAValue(19),1)))::Bool)) goto 43 >>> > >>> > SSAValue(20) = #temp#@_9::Int64 >>> > >>> > SSAValue(21) = (Base.box)(Int64,(Base.add_int)(#temp#@_9::Int64,1)) >>> > >>> > i::Int64 = SSAValue(20) >>> > >>> > #temp#@_9::Int64 = SSAValue(21) # line 317: >>> > >>> > SSAValue(12) = (Base.arrayref)(p::Array{Float64,1},i::Int64)::Float64 >>> > >>> > $(Expr(:inbounds, false)) >>> > >>> > # meta: location /Users/bward/.julia/v0.5/Bio/src/var/distances.jl >>> > expected_distance 69 >>> > >>> > SSAValue(13) = $(Expr(:invoke, LambdaInfo for log(::Float64), >>> > :(Bio.Var.log), >>> > :((Base.box)(Base.Float64,(Base.sub_float)((Base.box)(Float64,(Base.sitofp)(Float64,1)),(Base.box)(Base.Float64,(Base.div_float)((Base.box)(Base.Float64,(Base.mul_float)((Base.box)(Float64,(Base.sitofp)(Float64,4)),SSAValue(12))),(Base.box)(Float64,(Base.sitofp)(Float64,3))))))))) >>> > >>> > # meta: pop location >>> > >>> > $(Expr(:inbounds, :pop)) >>> > >>> > SSAValue(5) = >>> > (Base.box)(Base.Float64,(Base.mul_float)(-0.75,SSAValue(13))) >>> > >>> > >>> > (Base.arrayset)(D::Array{Float64,1},SSAValue(5),i::Int64)::Array{Float64,1} >>> > # line 318: >>> > >>> > SSAValue(14) = (Base.arrayref)(p::Array{Float64,1},i::Int64)::Float64 >>> > >>> > SSAValue(6) = >>> > (Base.box)(Base.Float64,(Base.div_float)((Base.box)(Base.Float64,(Base.mul_float)(SSAValue(14),(Base.box)(Base.Float64,(Base.sub_float)((Base.box)(Float64,(Base.sitofp)(Float64,1)),SSAValue(14))))),(Base.box)(Base.Float64,(Base.mul_float)((Base.Math.box)(Base.Math.Float64,(Base.Math.powi_llvm)((Base.box)(Base.Float64,(Base.sub_float)((Base.box)(Float64,(Base.sitofp)(Float64,1)),(Base.box)(Base.Float64,(Base.div_float)((Base.box)(Base.Float64,(Base.mul_float)((Base.box)(Float64,(Base.sitofp)(Float64,4)),SSAValue(14))),(Base.box)(Float64,(Base.sitofp)(Float64,3)))))),(Base.box)(Int32,(Base.checked_trunc_sint)(Int32,2))))::Float64,(Base.box)(Float64,(Base.sitofp)(Float64,(Base.arrayref)(l::Array{Int64,1},i::Int64)::Int64)))))) >>> > >>> > >>> > (Base.arrayset)(V::Array{Float64,1},SSAValue(6),i::Int64)::Array{Float64,1} >>> > >>> > 41: >>> > >>> > goto 22 >>> > >>> > 43: >>> > >>> > $(Expr(:inbounds, :pop)) # line 320: >>> > >>> > return >>> > (Core.tuple)(D::Array{Float64,1},V::Array{Float64,1})::Tuple{Array{Float64,1},Array{Float64,1}} >>> > >>> > end::Tuple{Array{Float64,1},Array{Float64,1}} >>> > >>> > >>> > But I'm not sure which those lines correspond to in my code, as they're >>> > temporary values. I think at some point some code either results in an >>> > integer or a float. I wondered if it was inside the smaller function called >>> > by the larger one. >>> > >>> > Thanks, >>> > Ben.