From 71e798132c2e1a8e48ebb6e12cd132efb44079a1 Mon Sep 17 00:00:00 2001 From: Julius Krumbiegel Date: Fri, 21 Apr 2023 12:29:39 +0200 Subject: [PATCH 01/37] copy ShadeYourData.jl and make a recipe --- src/Makie.jl | 1 + src/basic_recipes/datashader.jl | 225 ++++++++++++++++++++++++++++++++ 2 files changed, 226 insertions(+) create mode 100644 src/basic_recipes/datashader.jl diff --git a/src/Makie.jl b/src/Makie.jl index 86131652646..4567ffe4945 100644 --- a/src/Makie.jl +++ b/src/Makie.jl @@ -136,6 +136,7 @@ include("basic_recipes/buffers.jl") include("basic_recipes/bracket.jl") include("basic_recipes/contours.jl") include("basic_recipes/contourf.jl") +include("basic_recipes/datashader.jl") include("basic_recipes/error_and_rangebars.jl") include("basic_recipes/hvlines.jl") include("basic_recipes/hvspan.jl") diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl new file mode 100644 index 00000000000..f80cbd9fb12 --- /dev/null +++ b/src/basic_recipes/datashader.jl @@ -0,0 +1,225 @@ +module ShadeYourData + +# originally from https://github.com/cjdoris/ShadeYourData.jl + +import Base.Threads: @threads +import Makie: Makie, FRect3D, lift, (..) + +struct Canvas{T} + xmin :: T + xmax :: T + xsize :: Int + ymin :: T + ymax :: T + ysize :: Int +end + +Base.size(c::Canvas) = (c.xsize, c.ysize) +xlims(c::Canvas) = (c.xmin, c.xmax) +ylims(c::Canvas) = (c.ymin, c.ymax) +Base.:(==)(a::Canvas, b::Canvas) = size(a)==size(b) && xlims(a)==xlims(b) && ylims(a)==ylims(b) + +abstract type AggOp end + +update(a::AggOp, x, args...) = merge(a, x, embed(a, args...)) + +struct AggCount{T} <: AggOp end +AggCount() = AggCount{Int}() +null(::AggCount{T}) where {T} = zero(T) +embed(::AggCount{T}) where {T} = oneunit(T) +merge(::AggCount{T}, x::T, y::T) where {T} = x + y +value(::AggCount{T}, x::T) where {T} = x + +struct AggAny <: AggOp end +null(::AggAny) = false +embed(::AggAny) = true +merge(::AggAny, x::Bool, y::Bool) = x | y +value(::AggAny, x::Bool) = x + +struct AggSum{T} <: AggOp end +AggSum() = AggSum{Float64}() +null(::AggSum{T}) where {T} = zero(T) +embed(::AggSum{T}, x) where {T} = convert(T, x) +merge(::AggSum{T}, x::T, y::T) where {T} = x + y +value(::AggSum{T}, x::T) where {T} = x + +struct AggMean{T} <: AggOp end +AggMean() = AggMean{Float64}() +null(::AggMean{T}) where {T} = (zero(T), zero(T)) +embed(::AggMean{T}, x) where {T} = (convert(T,x), oneunit(T)) +merge(::AggMean{T}, x::Tuple{T,T}, y::Tuple{T,T}) where {T} = (x[1]+y[1], x[2]+y[2]) +value(::AggMean{T}, x::Tuple{T,T}) where {T} = float(x[1]) / float(x[2]) + +abstract type AggMethod end + +struct AggSerial <: AggMethod end +struct AggThreads <: AggMethod end + +aggregate(c::Canvas, xs, ys, zs...; op::AggOp=AggCount(), method::AggMethod=AggSerial()) = + _aggregate(c, op, method, xs, ys, zs...) + +function _aggregate(c::Canvas, op::AggOp, method::AggSerial, xs, ys, zs...) + xmin, xmax = xlims(c) + ymin, ymax = ylims(c) + xsize, ysize = size(c) + xmax > xmin || error("require xmax > xmin") + ymax > ymin || error("require ymax > ymin") + xscale = xsize / (xmax - xmin) + yscale = ysize / (ymax - ymin) + out = fill(null(op), xsize, ysize) + @inbounds for idx in eachindex(xs, ys, zs...) + x = xs[idx] + y = ys[idx] + z = map(z->z[idx], zs) + xmin ≤ x ≤ xmax || continue + ymin ≤ y ≤ ymax || continue + i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) + j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) + out[i,j] = update(op, out[i,j], z...) + nothing + end + map(x->value(op, x), out) +end + +function _aggregate(c::Canvas, op::AggOp, method::AggThreads, xs, ys, zs...) + xmin, xmax = xlims(c) + ymin, ymax = ylims(c) + xsize, ysize = size(c) + xmax > xmin || error("require xmax > xmin") + ymax > ymin || error("require ymax > ymin") + xscale = xsize / (xmax - xmin) + yscale = ysize / (ymax - ymin) + # each thread reduces some of the data separately + out = fill(null(op), nthreads(), xsize, ysize) + @threads for idx in eachindex(xs, ys, zs...) + t = threadid() + x = @inbounds xs[idx] + y = @inbounds ys[idx] + z = map(z->@inbounds(z[idx]), zs) + xmin ≤ x ≤ xmax || continue + ymin ≤ y ≤ ymax || continue + i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) + j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) + @inbounds out[t,i,j] = update(op, out[t,i,j], z...) + end + # reduce along the thread dimension + out2 = fill(null(op), xsize, ysize) + for j in 1:ysize + for i in 1:xsize + @inbounds val = out[1,i,j] + for t in 2:nthreads() + @inbounds val = merge(op, val, out[t,i,j]) + end + @inbounds out2[i,j] = val + end + end + map(x->value(op, x), out2) +end + +const DEFAULT_SPREAD_MASKS = Matrix{Bool}[ + ones(Int, 1, 1), + [0 1 0; 1 1 1; 0 1 0], + [1 1 1; 1 1 1; 1 1 1], + [0 0 1 0 0; 0 1 1 1 0; 1 1 1 1 1; 0 1 1 1 0; 0 0 1 0 0], + [0 1 1 1 0; 1 1 1 1 1; 1 1 1 1 1; 1 1 1 1 1; 0 1 1 1 0], + [1 1 1 1 1; 1 1 1 1 1; 1 1 1 1 1; 1 1 1 1 1; 1 1 1 1 1], +] + +function spread(img::AbstractMatrix, r::Integer; masks=DEFAULT_SPREAD_MASKS, opts...) + Base.require_one_based_indexing(masks) + spread(img, masks[r+1]; opts...) +end + +function spread(img::AbstractMatrix, w::AbstractMatrix; op=max) + Base.require_one_based_indexing(img, w) + wsz = size(w) + all(isodd, wsz) || error("weights must have odd size in each dimension") + r = map(x->fld(x,2), wsz) + sz = size(img) + out = zeros(typeof(zero(eltype(img))*zero(eltype(w))), size(img)...) + for j in -r[2]:r[2] + for i in -r[1]:r[1] + wt = w[r[1]+1+i,r[2]+1+j] + vout = @view out[i ≥ 0 ? (1+i:end) : (1:end+i), j ≥ 0 ? (j+1:end) : (1:end+j)] + vimg = @view img[i ≥ 0 ? (1:end-i) : (1-i:end), j ≥ 0 ? (1:end-j) : (1-j:end)] + vout .= op.(vout, vimg .* Ref(wt)) + end + end + out +end + +function autospread(img::AbstractMatrix; masks=DEFAULT_SPREAD_MASKS, rmax=length(masks)-1, thresh=0.5, opts...) + Base.require_one_based_indexing(img, masks) + 0 ≤ rmax < length(masks) || error("rmax out of range") + n₀ = count(x->!iszero(x), img) + out = spread(img, masks[1]; opts...) + for r in 1:rmax + mask = masks[r+1] + s = count(x->!iszero(x), mask) + newout = spread(img, mask; opts...) + n = count(x->!iszero(x), newout) + n < thresh * s * n₀ && break + # out = newout + # linearly interpolate between out and newout depending on where n is in the + # interval [thresh * s * n₀, s * n₀] + p = (n / (s * n₀) - thresh) / (1 - thresh) + out = @. p * newout + (1 - p) * out + end + return out +end + +end + +import .ShadeYourData + +@recipe(DataShader) do scene + Theme( + agg = ShadeYourData.AggCount(), + post = identity, + colormap = theme(scene, :colormap), + binfactor = 1, + ) +end + +conversion_trait(::Type{<: DataShader}) = PointBased() + +function Makie.plot!(p::DataShader{Tuple{Vector{Point2f}}}) + scene = parent_scene(p) + # transf = transform_func_obs(scene) + + limits = lift(projview_to_2d_limits, p, scene.camera.projectionview) + px_area = lift(identity, p, scene.px_area) + + canvas = lift(limits, px_area, p.binfactor) do lims, pxarea, binfactor + binfactor isa Int || error("Bin factor $binfactor is not an Int.") + xsize, ysize = round.(Int, Makie.widths(pxarea) ./ binfactor) + xmin, ymin = minimum(lims) + xmax, ymax = maximum(lims) + ShadeYourData.Canvas(xmin, xmax, xsize, ymin, ymax, ysize) + end + + input_data = p[1] + + sorted_data = lift(input_data) do data + sort(data, by = x -> (x[1], x[2])) + end + + xrange = Observable(0f0..1f0) + yrange = Observable(0f0..1f0) + + pixels = Observable(Float32[0; 0;; 1; 1]) + onany(canvas, p.agg, p.post, sorted_data) do canvas, agg, post, sorted_data + xrange.val = canvas.xmin .. canvas.xmax + yrange.val = canvas.ymin .. canvas.ymax + # TODO optimize this away + x = getindex.(sorted_data, 1) + y = getindex.(sorted_data, 2) + pixels[] = float(post(ShadeYourData.aggregate(canvas, x, y; op=agg))) + end + heatmap!(p, xrange, yrange, pixels, colormap = p.colormap) + return p +end + +function Makie.data_limits(p::DataShader{Tuple{Vector{Point2f}}}) + FRect3D(FRect2D(p[1][])) +end \ No newline at end of file From 4933f3156a20b97d4f50509462a98e83264270bf Mon Sep 17 00:00:00 2001 From: Julius Krumbiegel Date: Fri, 21 Apr 2023 13:34:01 +0200 Subject: [PATCH 02/37] use points and threads --- src/basic_recipes/datashader.jl | 61 +++++++++++++++++++-------------- 1 file changed, 36 insertions(+), 25 deletions(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index f80cbd9fb12..6912ada8376 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -55,10 +55,10 @@ abstract type AggMethod end struct AggSerial <: AggMethod end struct AggThreads <: AggMethod end -aggregate(c::Canvas, xs, ys, zs...; op::AggOp=AggCount(), method::AggMethod=AggSerial()) = - _aggregate(c, op, method, xs, ys, zs...) +aggregate(c::Canvas, points; op::AggOp=AggCount(), method::AggMethod=AggSerial()) = + _aggregate(c, op, method, points) -function _aggregate(c::Canvas, op::AggOp, method::AggSerial, xs, ys, zs...) +function _aggregate(c::Canvas, op::AggOp, ::AggSerial, points) xmin, xmax = xlims(c) ymin, ymax = ylims(c) xsize, ysize = size(c) @@ -67,21 +67,27 @@ function _aggregate(c::Canvas, op::AggOp, method::AggSerial, xs, ys, zs...) xscale = xsize / (xmax - xmin) yscale = ysize / (ymax - ymin) out = fill(null(op), xsize, ysize) - @inbounds for idx in eachindex(xs, ys, zs...) - x = xs[idx] - y = ys[idx] - z = map(z->z[idx], zs) + @inbounds for point in points + x = point[1] + y = point[2] + if length(point) > 2 # should compile away + z = point[3] + end xmin ≤ x ≤ xmax || continue ymin ≤ y ≤ ymax || continue i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) - out[i,j] = update(op, out[i,j], z...) + if length(point) == 2 # should compile away + out[i,j] = update(op, out[i,j]) + elseif length(point) == 3 + out[i,j] = update(op, out[i,j], z) + end nothing end map(x->value(op, x), out) end -function _aggregate(c::Canvas, op::AggOp, method::AggThreads, xs, ys, zs...) +function _aggregate(c::Canvas, op::AggOp, ::AggThreads, points) xmin, xmax = xlims(c) ymin, ymax = ylims(c) xsize, ysize = size(c) @@ -90,24 +96,31 @@ function _aggregate(c::Canvas, op::AggOp, method::AggThreads, xs, ys, zs...) xscale = xsize / (xmax - xmin) yscale = ysize / (ymax - ymin) # each thread reduces some of the data separately - out = fill(null(op), nthreads(), xsize, ysize) - @threads for idx in eachindex(xs, ys, zs...) - t = threadid() - x = @inbounds xs[idx] - y = @inbounds ys[idx] - z = map(z->@inbounds(z[idx]), zs) + out = fill(null(op), Threads.nthreads(), xsize, ysize) + @threads for idx in eachindex(points) + t = Threads.threadid() + p = @inbounds points[idx] + x = p[1] + y = p[2] + if length(p) > 2 # should compile away + z = p[3] + end xmin ≤ x ≤ xmax || continue ymin ≤ y ≤ ymax || continue i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) - @inbounds out[t,i,j] = update(op, out[t,i,j], z...) + if length(p) == 2 # should compile away + @inbounds out[t,i,j] = update(op, out[t,i,j]) + elseif length(p) == 3 + @inbounds out[t,i,j] = update(op, out[t,i,j], z) + end end # reduce along the thread dimension out2 = fill(null(op), xsize, ysize) for j in 1:ysize for i in 1:xsize @inbounds val = out[1,i,j] - for t in 2:nthreads() + for t in 2:Threads.nthreads() @inbounds val = merge(op, val, out[t,i,j]) end @inbounds out2[i,j] = val @@ -176,6 +189,7 @@ import .ShadeYourData Theme( agg = ShadeYourData.AggCount(), post = identity, + method = ShadeYourData.AggThreads(), colormap = theme(scene, :colormap), binfactor = 1, ) @@ -183,7 +197,7 @@ end conversion_trait(::Type{<: DataShader}) = PointBased() -function Makie.plot!(p::DataShader{Tuple{Vector{Point2f}}}) +function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) scene = parent_scene(p) # transf = transform_func_obs(scene) @@ -198,9 +212,9 @@ function Makie.plot!(p::DataShader{Tuple{Vector{Point2f}}}) ShadeYourData.Canvas(xmin, xmax, xsize, ymin, ymax, ysize) end - input_data = p[1] + points = p[1] - sorted_data = lift(input_data) do data + sorted_points = lift(points) do data sort(data, by = x -> (x[1], x[2])) end @@ -208,13 +222,10 @@ function Makie.plot!(p::DataShader{Tuple{Vector{Point2f}}}) yrange = Observable(0f0..1f0) pixels = Observable(Float32[0; 0;; 1; 1]) - onany(canvas, p.agg, p.post, sorted_data) do canvas, agg, post, sorted_data + onany(canvas, p.agg, p.post, p.method, sorted_points) do canvas, agg, post, method, sorted_points xrange.val = canvas.xmin .. canvas.xmax yrange.val = canvas.ymin .. canvas.ymax - # TODO optimize this away - x = getindex.(sorted_data, 1) - y = getindex.(sorted_data, 2) - pixels[] = float(post(ShadeYourData.aggregate(canvas, x, y; op=agg))) + pixels[] = float(post(ShadeYourData.aggregate(canvas, sorted_points; op=agg, method))) end heatmap!(p, xrange, yrange, pixels, colormap = p.colormap) return p From 569afc211b594da21b65337bfe99215c520efa7d Mon Sep 17 00:00:00 2001 From: SimonDanisch Date: Tue, 2 May 2023 17:57:31 +0200 Subject: [PATCH 03/37] improve performance + add examples --- .../examples/plotting_functions/datashader.md | 67 +++++++++++++++++++ src/basic_recipes/datashader.jl | 23 +++---- 2 files changed, 78 insertions(+), 12 deletions(-) create mode 100644 docs/examples/plotting_functions/datashader.md diff --git a/docs/examples/plotting_functions/datashader.md b/docs/examples/plotting_functions/datashader.md new file mode 100644 index 00000000000..42023218cf2 --- /dev/null +++ b/docs/examples/plotting_functions/datashader.md @@ -0,0 +1,67 @@ + +```julia +using Parquet2 +using LinearAlgebra, Interpolations, Downloads +bucket = "https://ursa-labs-taxi-data.s3.us-east-2.amazonaws.com" +year=2009 +month="01" +filename = join([year, month, "data.parquet"], "/") +out = joinpath("$year-$month-data.parquet") +url = bucket * "/" * filename +Downloads.download(url, out) +ds = Parquet2.Dataset(out) + +dlat = Parquet2.load(ds, "dropoff_latitude") +dlon = Parquet2.load(ds, "dropoff_longitude") + +points = Point2f.(dlat, dlon) + +function eq_hist(matrix; nbins=256 * 256) + h_eq = fit(Histogram, vec(matrix), nbins=nbins) + h_eq = normalize(h_eq, mode=:density) + cdf = cumsum(h_eq.weights) + cdf = cdf / cdf[end] + edg = h_eq.edges[1] + interp_linear = LinearInterpolation(edg, [cdf..., cdf[end]]) + out = reshape(interp_linear(vec(matrix)), size(matrix)) + return out +end +f, ax, pl = datashader(pointies; + binfactor=1, axis=(; type=Axis), post=eq_hist, colormap=:fire) +``` + + +```julia + +Clifford((x, y), a, b, c, d) = Point2f(sin(a * y) + c * cos(a * x), sin(b * x) + d * cos(b * y)) + + +function trajectory(fn, x0, y0, kargs...; n=1000) # kargs = a, b, c, d + xy = zeros(Point2f, n + 1) + xy[1] = Point2f(x0, y0) + @inbounds for i in 1:n + xy[i+1] = fn(xy[i], kargs...) + end + return xy +end + +cargs = [[0, 0, -1.3, -1.3, -1.8, -1.9], + [0, 0, -1.4, 1.6, 1.0, 0.7], + [0, 0, 1.7, 1.7, 0.6, 1.2], + [0, 0, 1.7, 0.7, 1.4, 2.0], + [0, 0, -1.7, 1.8, -1.9, -0.4], + [0, 0, 1.1, -1.32, -1.03, 1.54], + [0, 0, 0.77, 1.99, -1.31, -1.45], + [0, 0, -1.9, -1.9, -1.9, -1.0], + [0, 0, 0.75, 1.34, -1.93, 1.0], + [0, 0, -1.32, -1.65, 0.74, 1.81], + [0, 0, -1.6, 1.6, 0.7, -1.0], + [0, 0, -1.7, 1.5, -0.5, 0.7] +] + +points = trajectory(Clifford, cargs[1]...; n=4 * (10^7)) + +datashader(points; colormap=[:black; Makie.to_colormap(:batlow)], + binfactor=2, + post=mat -> log10.(mat .+ 1.0f0), axis=(; type=Axis)) +``` diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index 6912ada8376..462f12f678e 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -191,12 +191,14 @@ import .ShadeYourData post = identity, method = ShadeYourData.AggThreads(), colormap = theme(scene, :colormap), + colorrange = automatic, binfactor = 1, ) end conversion_trait(::Type{<: DataShader}) = PointBased() + function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) scene = parent_scene(p) # transf = transform_func_obs(scene) @@ -211,26 +213,23 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) xmax, ymax = maximum(lims) ShadeYourData.Canvas(xmin, xmax, xsize, ymin, ymax, ysize) end - points = p[1] - - sorted_points = lift(points) do data - sort(data, by = x -> (x[1], x[2])) - end - + # optimize `data_limits` to be only calculated on changed data + p._boundingbox = lift(x-> FRect3D(FRect2D(x)), points) xrange = Observable(0f0..1f0) yrange = Observable(0f0..1f0) - + pixels = Observable(Float32[0; 0;; 1; 1]) - onany(canvas, p.agg, p.post, p.method, sorted_points) do canvas, agg, post, method, sorted_points + onany(canvas, p.agg, p.post, p.method, points) do canvas, agg, post, method, points xrange.val = canvas.xmin .. canvas.xmax yrange.val = canvas.ymin .. canvas.ymax - pixels[] = float(post(ShadeYourData.aggregate(canvas, sorted_points; op=agg, method))) + pixels[] = float(post(ShadeYourData.aggregate(canvas, points; op=agg, method))) + return end - heatmap!(p, xrange, yrange, pixels, colormap = p.colormap) + heatmap!(p, xrange, yrange, pixels; colorrange=p.colorrange, colormap = p.colormap) return p end function Makie.data_limits(p::DataShader{Tuple{Vector{Point2f}}}) - FRect3D(FRect2D(p[1][])) -end \ No newline at end of file + return p._boundingbox[] +end From 260e67c7ae6acee6d1682319a42641940ca7fd6d Mon Sep 17 00:00:00 2001 From: Julius Krumbiegel Date: Wed, 3 May 2023 10:23:25 +0200 Subject: [PATCH 04/37] avoid aggregation matrix reallocation on every update --- src/basic_recipes/datashader.jl | 77 +++++++++++++++++++++++++++------ 1 file changed, 64 insertions(+), 13 deletions(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index 462f12f678e..d2128c69559 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -55,10 +55,13 @@ abstract type AggMethod end struct AggSerial <: AggMethod end struct AggThreads <: AggMethod end -aggregate(c::Canvas, points; op::AggOp=AggCount(), method::AggMethod=AggSerial()) = - _aggregate(c, op, method, points) +function aggregate!(aggbuffer, pixelbuffer, c::Canvas, points; op::AggOp=AggCount(), method::AggMethod=AggSerial()) + fill!(aggbuffer, null(op)) + _aggregate!(aggbuffer, pixelbuffer, c, op, method, points) + return +end -function _aggregate(c::Canvas, op::AggOp, ::AggSerial, points) +function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c::Canvas, op::AggOp, ::AggSerial, points) xmin, xmax = xlims(c) ymin, ymax = ylims(c) xsize, ysize = size(c) @@ -66,7 +69,13 @@ function _aggregate(c::Canvas, op::AggOp, ::AggSerial, points) ymax > ymin || error("require ymax > ymin") xscale = xsize / (xmax - xmin) yscale = ysize / (ymax - ymin) - out = fill(null(op), xsize, ysize) + + @assert length(aggbuffer) == xsize * ysize + @assert length(pixelbuffer) == xsize * ysize + @assert eltype(aggbuffer) === typeof(null(op)) + + # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok + out = Base.ReshapedArray(aggbuffer, (xsize, ysize), ()) @inbounds for point in points x = point[1] y = point[2] @@ -84,10 +93,11 @@ function _aggregate(c::Canvas, op::AggOp, ::AggSerial, points) end nothing end - map(x->value(op, x), out) + map!(x->value(op, x), pixelbuffer, aggbuffer) + return end -function _aggregate(c::Canvas, op::AggOp, ::AggThreads, points) +function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c::Canvas, op::AggOp, ::AggThreads, points) xmin, xmax = xlims(c) ymin, ymax = ylims(c) xsize, ysize = size(c) @@ -95,8 +105,16 @@ function _aggregate(c::Canvas, op::AggOp, ::AggThreads, points) ymax > ymin || error("require ymax > ymin") xscale = xsize / (xmax - xmin) yscale = ysize / (ymax - ymin) + # each thread reduces some of the data separately - out = fill(null(op), Threads.nthreads(), xsize, ysize) + @assert length(aggbuffer) == Threads.nthreads() * xsize * ysize + @assert length(pixelbuffer) == xsize * ysize + @assert eltype(aggbuffer) === typeof(null(op)) + + # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok + out = Base.ReshapedArray(aggbuffer, (Threads.nthreads(), xsize, ysize), ()) + out2 = Base.ReshapedArray(pixelbuffer, (xsize, ysize), ()) + @threads for idx in eachindex(points) t = Threads.threadid() p = @inbounds points[idx] @@ -116,17 +134,17 @@ function _aggregate(c::Canvas, op::AggOp, ::AggThreads, points) end end # reduce along the thread dimension - out2 = fill(null(op), xsize, ysize) for j in 1:ysize for i in 1:xsize @inbounds val = out[1,i,j] for t in 2:Threads.nthreads() @inbounds val = merge(op, val, out[t,i,j]) end - @inbounds out2[i,j] = val + # update the value in out2 directly in this loop + @inbounds out2[i,j] = value(op, val) end end - map(x->value(op, x), out2) + return end const DEFAULT_SPREAD_MASKS = Matrix{Bool}[ @@ -189,7 +207,7 @@ import .ShadeYourData Theme( agg = ShadeYourData.AggCount(), post = identity, - method = ShadeYourData.AggThreads(), + method = ShadeYourData.AggSerial(), colormap = theme(scene, :colormap), colorrange = automatic, binfactor = 1, @@ -219,13 +237,46 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) xrange = Observable(0f0..1f0) yrange = Observable(0f0..1f0) - pixels = Observable(Float32[0; 0;; 1; 1]) + + # use resizable buffer vectors for aggregation + aggbuffer = zeros(Float32, 0) + pixelbuffer = zeros(Float32, canvas[].xsize * canvas[].ysize) + pixels = Observable{Matrix{Float32}}() + + onany(canvas, p.agg, p.post, p.method, points) do canvas, agg, post, method, points xrange.val = canvas.xmin .. canvas.xmax yrange.val = canvas.ymin .. canvas.ymax - pixels[] = float(post(ShadeYourData.aggregate(canvas, points; op=agg, method))) + + w = canvas.xsize + h = canvas.ysize + + n_threads(::ShadeYourData.AggSerial) = 1 + n_threads(::ShadeYourData.AggThreads) = Threads.nthreads() + n_elements = w * h * n_threads(method) + + # if aggbuffer has the appropriate element type for the current aggregation scheme + # we can reuse it + if eltype(aggbuffer) === typeof(ShadeYourData.null(agg)) + resize!(aggbuffer, n_elements) + # otherwise we allocate a new array + else + aggbuffer = fill(ShadeYourData.null(agg), n_elements) + end + + resize!(pixelbuffer, w * h) + + ShadeYourData.aggregate!(aggbuffer, pixelbuffer, canvas, points; op=agg, method) + + # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok + pixelbuffer_reshaped = Base.ReshapedArray(pixelbuffer, (canvas.xsize, canvas.ysize), ()) + + pixels[] = post(pixelbuffer_reshaped) return end + + notify(canvas) + heatmap!(p, xrange, yrange, pixels; colorrange=p.colorrange, colormap = p.colormap) return p end From b63a5c6cb25524a5afd46541cffc8dcf939c8697 Mon Sep 17 00:00:00 2001 From: SimonDanisch Date: Wed, 3 May 2023 15:04:30 +0200 Subject: [PATCH 05/37] use on_latest --- src/basic_recipes/datashader.jl | 17 ++++++--------- src/interaction/observables.jl | 38 +++++++++++++++++++++++++++++++++ 2 files changed, 45 insertions(+), 10 deletions(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index d2128c69559..61cf0dfe0e7 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -237,19 +237,17 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) xrange = Observable(0f0..1f0) yrange = Observable(0f0..1f0) - # use resizable buffer vectors for aggregation aggbuffer = zeros(Float32, 0) pixelbuffer = zeros(Float32, canvas[].xsize * canvas[].ysize) pixels = Observable{Matrix{Float32}}() - - onany(canvas, p.agg, p.post, p.method, points) do canvas, agg, post, method, points - xrange.val = canvas.xmin .. canvas.xmax - yrange.val = canvas.ymin .. canvas.ymax - + function update_pixels(canvas, agg, post, method, points) + agg, post, method = (p.agg[], p.post[], p.method[]) w = canvas.xsize h = canvas.ysize + xrange.val = canvas.xmin .. canvas.xmax + yrange.val = canvas.ymin .. canvas.ymax n_threads(::ShadeYourData.AggSerial) = 1 n_threads(::ShadeYourData.AggThreads) = Threads.nthreads() @@ -274,10 +272,9 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) pixels[] = post(pixelbuffer_reshaped) return end - - notify(canvas) - - heatmap!(p, xrange, yrange, pixels; colorrange=p.colorrange, colormap = p.colormap) + onany_latest(update_pixels, canvas, p.agg, p.post, p.method) + update_pixels(canvas[], p.agg[], p.post[], p.method[], points) + image!(p, xrange, yrange, pixels; colorrange=p.colorrange, colormap = p.colormap) return p end diff --git a/src/interaction/observables.jl b/src/interaction/observables.jl index 42d7fde312e..cfa9e9419ba 100644 --- a/src/interaction/observables.jl +++ b/src/interaction/observables.jl @@ -42,3 +42,41 @@ function map_once( end lift(f, input, inputrest...) end + +function on_latest(f, observable; update=false, spawn=false) + # How does one create a finished task?? + last_task = @async nothing + yield() + function run_f(new_value) + try + f(new_value) + catch e + @warn "Error in f" exception=e + end + # Since we skip updates completely while executing the above `f` + # We need to check after finishing, if the value has changed! + # If != is too expensive or ill defined, we could use a flag `has_changed` + # But `!=` is more correct, considering, that one could arrive at an old value. + # For async_latest, `f` is considered to be side effect free anyways + if new_value != observable[] + run_f(observable[]) # needs to recursive + end + end + return on(observable; update=update) do new_value + if istaskdone(last_task) + if spawn + last_task = Threads.@spawn run_f(new_value) + else + last_task = Threads.@async run_f(new_value) + end + else + return # Do nothing if working + end + end +end + +function onany_latest(f, observables...; update=false, spawn=false) + result = Observable{Any}(map(to_value, observables)) + onany((args...)-> (result[] = args), observables...) + on_latest((args)-> f(args...), result; update=update, spawn=spawn) +end From 9cf65664e6c8131a51a72d1180346584dcfe4ab8 Mon Sep 17 00:00:00 2001 From: SimonDanisch Date: Wed, 3 May 2023 15:06:28 +0200 Subject: [PATCH 06/37] fix points --- src/basic_recipes/datashader.jl | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index 61cf0dfe0e7..a38875ea8b0 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -272,8 +272,8 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) pixels[] = post(pixelbuffer_reshaped) return end - onany_latest(update_pixels, canvas, p.agg, p.post, p.method) - update_pixels(canvas[], p.agg[], p.post[], p.method[], points) + onany_latest(update_pixels, canvas, p.agg, p.post, p.method, points) + update_pixels(canvas[], p.agg[], p.post[], p.method[], points[]) image!(p, xrange, yrange, pixels; colorrange=p.colorrange, colormap = p.colormap) return p end From 757c300b80eeb64cd6934ab25648cf4f9486beaf Mon Sep 17 00:00:00 2001 From: SimonDanisch Date: Wed, 3 May 2023 15:19:41 +0200 Subject: [PATCH 07/37] remove unused destructured args --- src/basic_recipes/datashader.jl | 1 - 1 file changed, 1 deletion(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index a38875ea8b0..1e9ffe0276b 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -243,7 +243,6 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) pixels = Observable{Matrix{Float32}}() function update_pixels(canvas, agg, post, method, points) - agg, post, method = (p.agg[], p.post[], p.method[]) w = canvas.xsize h = canvas.ysize xrange.val = canvas.xmin .. canvas.xmax From f0dd80b01582d7b3e7a673611c5eebc171bd4ca7 Mon Sep 17 00:00:00 2001 From: Julius Krumbiegel Date: Thu, 4 May 2023 11:42:14 +0200 Subject: [PATCH 08/37] rearrange thread array and avoid clamp --- src/basic_recipes/datashader.jl | 68 ++++++++++++++++++--------------- 1 file changed, 38 insertions(+), 30 deletions(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index 1e9ffe0276b..d8232c39bcb 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -21,7 +21,7 @@ Base.:(==)(a::Canvas, b::Canvas) = size(a)==size(b) && xlims(a)==xlims(b) && yli abstract type AggOp end -update(a::AggOp, x, args...) = merge(a, x, embed(a, args...)) +@inline update(a::AggOp, x, args...) = merge(a, x, embed(a, args...)) struct AggCount{T} <: AggOp end AggCount() = AggCount{Int}() @@ -67,8 +67,10 @@ function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c:: xsize, ysize = size(c) xmax > xmin || error("require xmax > xmin") ymax > ymin || error("require ymax > ymin") - xscale = xsize / (xmax - xmin) - yscale = ysize / (ymax - ymin) + xwidth = xmax - xmin + xscale = xsize / (xwidth + eps(xwidth)) + ywidth = ymax - ymin + yscale = ysize / (ywidth + eps(ywidth)) @assert length(aggbuffer) == xsize * ysize @assert length(pixelbuffer) == xsize * ysize @@ -84,14 +86,13 @@ function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c:: end xmin ≤ x ≤ xmax || continue ymin ≤ y ≤ ymax || continue - i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) - j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) + i = 1 + floor(Int, xscale*(x-xmin)) + j = 1 + floor(Int, yscale*(y-ymin)) if length(point) == 2 # should compile away out[i,j] = update(op, out[i,j]) elseif length(point) == 3 out[i,j] = update(op, out[i,j], z) end - nothing end map!(x->value(op, x), pixelbuffer, aggbuffer) return @@ -103,8 +104,11 @@ function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c:: xsize, ysize = size(c) xmax > xmin || error("require xmax > xmin") ymax > ymin || error("require ymax > ymin") - xscale = xsize / (xmax - xmin) - yscale = ysize / (ymax - ymin) + # by adding eps to width we can use the scaling factor plus floor directly to compute the bin indices + xwidth = xmax - xmin + xscale = xsize / (xwidth + eps(xwidth)) + ywidth = ymax - ymin + yscale = ysize / (ywidth + eps(ywidth)) # each thread reduces some of the data separately @assert length(aggbuffer) == Threads.nthreads() * xsize * ysize @@ -112,33 +116,38 @@ function _aggregate!(aggbuffer::AbstractVector, pixelbuffer::AbstractVector, c:: @assert eltype(aggbuffer) === typeof(null(op)) # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok - out = Base.ReshapedArray(aggbuffer, (Threads.nthreads(), xsize, ysize), ()) + out = Base.ReshapedArray(aggbuffer, (xsize, ysize, Threads.nthreads()), ()) out2 = Base.ReshapedArray(pixelbuffer, (xsize, ysize), ()) - - @threads for idx in eachindex(points) - t = Threads.threadid() - p = @inbounds points[idx] - x = p[1] - y = p[2] - if length(p) > 2 # should compile away - z = p[3] - end - xmin ≤ x ≤ xmax || continue - ymin ≤ y ≤ ymax || continue - i = clamp(1+floor(Int, xscale*(x-xmin)), 1, xsize) - j = clamp(1+floor(Int, yscale*(y-ymin)), 1, ysize) - if length(p) == 2 # should compile away - @inbounds out[t,i,j] = update(op, out[t,i,j]) - elseif length(p) == 3 - @inbounds out[t,i,j] = update(op, out[t,i,j], z) + n = length(points) + chunks = round.(Int, range(1, n, length = Threads.nthreads()+1)) + + @threads for t in 1:Threads.nthreads() + from = chunks[t] + to = chunks[t+1] + for idx in from:to + p = @inbounds points[idx] + x = p[1] + y = p[2] + if length(p) > 2 # should compile away + z = p[3] + end + xmin ≤ x ≤ xmax || continue + ymin ≤ y ≤ ymax || continue + i = 1 + floor(Int, xscale*(x-xmin)) + j = 1 + floor(Int, yscale*(y-ymin)) + if length(p) == 2 # should compile away + @inbounds out[i,j,t] = update(op, out[i,j,t]) + elseif length(p) == 3 + @inbounds out[i,j,t] = update(op, out[i,j,t], z) + end end end # reduce along the thread dimension for j in 1:ysize for i in 1:xsize - @inbounds val = out[1,i,j] + @inbounds val = out[i,j,1] for t in 2:Threads.nthreads() - @inbounds val = merge(op, val, out[t,i,j]) + @inbounds val = merge(op, val, out[i,j,t]) end # update the value in out2 directly in this loop @inbounds out2[i,j] = value(op, val) @@ -263,8 +272,7 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) resize!(pixelbuffer, w * h) - ShadeYourData.aggregate!(aggbuffer, pixelbuffer, canvas, points; op=agg, method) - + @time ShadeYourData.aggregate!(aggbuffer, pixelbuffer, canvas, points; op=agg, method) # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok pixelbuffer_reshaped = Base.ReshapedArray(pixelbuffer, (canvas.xsize, canvas.ysize), ()) From 653ce7f24f0105159ee6a155af44f037d62d36b2 Mon Sep 17 00:00:00 2001 From: Julius Krumbiegel Date: Thu, 4 May 2023 11:42:25 +0200 Subject: [PATCH 09/37] remove `@time` --- src/basic_recipes/datashader.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/basic_recipes/datashader.jl b/src/basic_recipes/datashader.jl index d8232c39bcb..71c2c1b78eb 100644 --- a/src/basic_recipes/datashader.jl +++ b/src/basic_recipes/datashader.jl @@ -272,7 +272,7 @@ function Makie.plot!(p::DataShader{<: Tuple{<: Vector{<: Point}}}) resize!(pixelbuffer, w * h) - @time ShadeYourData.aggregate!(aggbuffer, pixelbuffer, canvas, points; op=agg, method) + ShadeYourData.aggregate!(aggbuffer, pixelbuffer, canvas, points; op=agg, method) # using ReshapedArray directly like this is not advised, but as it lives only briefly it should be ok pixelbuffer_reshaped = 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