Merge pull request #2248 from JuliaPlots/as/new-version

Update Project.toml

.travis.yml

@@ -4,12 +4,21 @@ os:
   - linux
   # - osx
 julia:
-  - 1.1
+  - 1
+  - 1.2
   - nightly
-  
+
 matrix:
   allow_failures:
-    - julia: nightly
+  - julia: nightly
+
+addons:
+  apt:
+    packages:
+      - at-spi2-core
+      - libgtk-3-dev
+      - xauth
+      - xvfb
 
 sudo: required
 before_install:
@@ -18,3 +27,8 @@ before_install:
 
 notifications:
   email: true
+
+script:
+  - if [[ -a .git/shallow ]]; then git fetch --unshallow; fi
+  - if [[ `uname` = "Linux" ]]; then TESTCMD="xvfb-run julia"; else TESTCMD="julia"; fi
+  - $TESTCMD -e 'using Pkg; Pkg.build(); Pkg.test(coverage=true)'

NEWS.md

@@ -11,6 +11,15 @@
 ---
 ## (current master)
 
+## 0.26.3
+- fix `vline` with dates
+- fix PyPlot logscale bug
+- avoid annotation clipping for PyPlot
+- allow plotting of Any vectors and 3D plotting again in convertToAnyVector
+- specify legend title font in GR and PyPlot
+- delete `pushtomaster.sh`
+- use `=== nothing`
+
 ## 0.26.2
 - improve empty animation build error
 - fix GR axis flip for heatmaps and images

Project.toml

@@ -1,7 +1,7 @@
 name = "Plots"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 author = ["Tom Breloff (@tbreloff)"]
-version = "0.26.2"
+version = "0.27.1"
 
 [deps]
 Base64 = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -34,24 +34,25 @@ UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 FixedPointNumbers = "≥ 0.3.0"
 GR = "≥ 0.31.0"
 PlotThemes = "≥ 0.1.3"
-PlotUtils = "≥ 0.4.1"
+PlotUtils = "≥ 0.6.1"
 RecipesBase = "≥ 0.6.0"
 StatsBase = "≥ 0.14.0"
 julia = "≥ 1.0.0"
 
 [extras]
 FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
+GeometryTypes = "4d00f742-c7ba-57c2-abde-4428a4b178cb"
+Gtk = "4c0ca9eb-093a-5379-98c5-f87ac0bbbf44"
 ImageMagick = "6218d12a-5da1-5696-b52f-db25d2ecc6d1"
 Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
 LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
-Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+LibGit2 = "76f85450-5226-5b5a-8eaa-529ad045b433"
 RDatasets = "ce6b1742-4840-55fa-b093-852dadbb1d8b"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"
 VisualRegressionTests = "34922c18-7c2a-561c-bac1-01e79b2c4c92"
-BinaryProvider = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
 
 [targets]
-test = ["BinaryProvider", "Pkg", "Test", "Random", "StatsPlots", "VisualRegressionTests", "LaTeXStrings", "Images", "ImageMagick", "RDatasets", "FileIO", "UnicodePlots"]
+test = ["FileIO", "GeometryTypes", "Gtk", "ImageMagick", "Images", "LaTeXStrings", "LibGit2", "Random", "RDatasets", "StatsPlots", "Test", "UnicodePlots", "VisualRegressionTests"]

appveyor.yml

@@ -2,6 +2,7 @@ environment:
   matrix:
   # - julia_version: 0.7
   - julia_version: 1
+  - julia_version: 1.2
   - julia_version: nightly
 
 platform:

deps/generateprecompiles.jl

@@ -0,0 +1,50 @@
+# To figure out what should be precompiled, run this script, then move
+# precompile_Plots.jl in precompiles_path (see below) to src/precompile.jl
+
+# This script works by using SnoopCompile to log compilations that take place
+# while running the examples on the GR backend. So SnoopCompile must be
+# installed, and StatsPlots, RDatasets, and FileIO are also required for
+# certain examples.
+
+# If precompilation fails with an UndefVarError for a module, probably what is
+# happening is that the module appears in the precompile statements, but is
+# only visible to one of Plots' dependencies, and not Plots itself. Adding the
+# module to the blacklist below will remove these precompile statements.
+
+# Anonymous functions may appear in precompile statements as functions with
+# hashes in their name. Those of the form "#something##kw" have to do with
+# compiling functions with keyword arguments, and are named reproducibly, so
+# can be kept. Others generally will not work. Currently, SnoopCompile includes
+# some anonymous functions that not reproducible, but SnoopCompile PR #30
+# (which looks about to be merged) will ensure that anonymous functions are
+# actually defined before attempting to precompile them. Alternatively, we can
+# keep only the keyword argument related anonymous functions by changing the
+# regex that SnoopCompile uses to detect anonymous functions to
+# r"#{1,2}[^\"#]+#{1,2}\d+" (see anonrex in SnoopCompile.jl). To exclude all
+# precompile statements involving anonymous functions, "#" can also be added to
+# the blacklist below.
+
+using SnoopCompile
+
+log_path = joinpath(tempdir(), "compiles.log")
+precompiles_path = joinpath(tempdir(), "precompile")
+
+# run examples with GR backend, logging what needs to be compiled
+SnoopCompile.@snoopc log_path begin
+    using Plots
+    Plots.test_examples(:gr, disp=true)
+end
+
+# precompile calls containing the following strings are dropped
+blacklist = [
+    # functions defined in examples
+    "PlotExampleModule",
+    # the following are not visible to Plots, only its dependencies
+    "CategoricalArrays",
+    "FixedPointNumbers",
+    "SparseArrays"
+]
+
+data = SnoopCompile.read(log_path)
+pc = SnoopCompile.parcel(reverse!(data[2]), blacklist=blacklist)
+SnoopCompile.write(precompiles_path, pc)

pushtomaster.sh

@@ -1,4 +0,0 @@
-git checkout master
-git merge --ff-only dev
-git push origin master
-git checkout dev

src/Plots.jl

@@ -1,6 +1,6 @@
 module Plots
 
-_current_plots_version = v"0.26.1"
+const _current_plots_version = VersionNumber(split(first(filter(line -> occursin("version", line), readlines(normpath(@__DIR__, "..", "Project.toml")))), "\"")[2])
 
 using Reexport
 
@@ -220,7 +220,9 @@ end
 
 # ---------------------------------------------------------
 
-const CURRENT_BACKEND = Plots.CurrentBackend(:gr)
-gr()
+const CURRENT_BACKEND = CurrentBackend(:none)
+
+include("precompile.jl")
+_precompile_()
 
 end # module

src/animation.jl

@@ -64,10 +64,12 @@ gif(anim::Animation, fn = giffn(); kw...) = buildanimation(anim, fn; kw...)
 mov(anim::Animation, fn = movfn(); kw...) = buildanimation(anim, fn, false; kw...)
 mp4(anim::Animation, fn = mp4fn(); kw...) = buildanimation(anim, fn, false; kw...)
 
+ffmpeg_framerate(fps) = "$fps"
+ffmpeg_framerate(fps::Rational) = "$(fps.num)/$(fps.den)"
 
 function buildanimation(anim::Animation, fn::AbstractString,
                         is_animated_gif::Bool=true;
-                        fps::Integer = 20, loop::Integer = 0,
+                        fps::Real = 20, loop::Integer = 0,
                         variable_palette::Bool=false,
                         show_msg::Bool=true)
     if length(anim.frames) == 0
@@ -76,20 +78,21 @@ function buildanimation(anim::Animation, fn::AbstractString,
 
     fn = abspath(expanduser(fn))
     animdir = anim.dir
+    framerate = ffmpeg_framerate(fps)
 
     if is_animated_gif
         if variable_palette
             # generate a colorpalette for each frame for highest quality, but larger filesize
             palette="palettegen=stats_mode=single[pal],[0:v][pal]paletteuse=new=1"
-            ffmpeg_exe(`-v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -lavfi "$palette" -y $fn`)
+            ffmpeg_exe(`-v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -lavfi "$palette" -y $fn`)
         else
             # generate a colorpalette first so ffmpeg does not have to guess it
             ffmpeg_exe(`-v 0 -i $(animdir)/%06d.png -vf "palettegen=stats_mode=diff" -y "$(animdir)/palette.bmp"`)
             # then apply the palette to get better results
-            ffmpeg_exe(` -v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -i "$(animdir)/palette.bmp" -lavfi "paletteuse=dither=sierra2_4a" -y $fn`)
+            ffmpeg_exe(` -v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -i "$(animdir)/palette.bmp" -lavfi "paletteuse=dither=sierra2_4a" -y $fn`)
         end
     else
-        ffmpeg_exe(`-v 0 -framerate $fps -loop $loop -i $(animdir)/%06d.png -pix_fmt yuv420p -y $fn`)
+        ffmpeg_exe(`-v 0 -framerate $framerate -loop $loop -i $(animdir)/%06d.png -pix_fmt yuv420p -y $fn`)
     end
 
     show_msg && @info("Saved animation to ", fn)
@@ -101,13 +104,18 @@ end
 # write out html to view the gif
 function Base.show(io::IO, ::MIME"text/html", agif::AnimatedGif)
     ext = file_extension(agif.filename)
-    write(io, if ext == "gif"
-        "<img src=\"$(relpath(agif.filename))\" />"
+    if ext == "gif"
+        html = "<img src=\"data:image/gif;base64," * base64encode(read(agif.filename)) * "\" />"
     elseif ext in ("mov", "mp4")
-        "<video controls><source src=\"$(relpath(agif.filename)) type=\"video/$ext\"></video>"
+        mimetype = ext == "mov" ? "video/quicktime" : "video/mp4"
+        html = "<video controls><source src=\"data:$mimetype;base64," *
+               base64encode(read(agif.filename)) *
+               "\" type = \"$mimetype\"></video>"
     else
         error("Cannot show animation with extension $ext: $agif")
-    end)
+    end
+
+    write(io, html)
     return nothing
 end
 

src/arg_desc.jl

@@ -1,5 +1,5 @@
 
-const _arg_desc = Dict{Symbol,String}(
+const _arg_desc = KW(
 
 # series args
 :label 			=> "String type. The label for a series, which appears in a legend.  If empty, no legend entry is added.",
@@ -42,6 +42,7 @@ const _arg_desc = Dict{Symbol,String}(
 :arrow             	=> "nothing (no arrows), Bool (if true, default arrows), Arrow object, or arg(s) that could be style or head length/widths.  Defines arrowheads that should be displayed at the end of path line segments (just before a NaN and the last non-NaN point).  Used in quiverplot, streamplot, or similar.",
 :normalize         	=> "Bool or Symbol. Histogram normalization mode. Possible values are: false/:none (no normalization, default), true/:pdf (normalize to a discrete Probability Density Function, where the total area of the bins is 1), :probability (bin heights sum to 1) and :density (the area of each bin, rather than the height, is equal to the counts - useful for uneven bin sizes).",
 :weights           	=> "AbstractVector. Used in histogram types for weighted counts.",
+:show_empty_bins    => "Bool. Whether empty bins in a 2D histogram are colored as 0 (true), or transparent (the default).",
 :contours          	=> "Bool. Add contours to the side-grids of 3D plots?  Used in surface/wireframe.",
 :contour_labels         => "Bool. Show labels at the contour lines?",
 :match_dimensions  	=> "Bool. For heatmap types... should the first dimension of a matrix (rows) correspond to the first dimension of the plot (x-axis)?  The default is false, which matches the behavior of Matplotlib, Plotly, and others.  Note: when passing a function for z, the function should still map `(x,y) -> z`.",
@@ -95,9 +96,16 @@ const _arg_desc = Dict{Symbol,String}(
 :legendfontvalign         => "Symbol. Font vertical alignment of legend entries: :vcenter, :top, :bottom or :center",
 :legendfontrotation       => "Real. Font rotation of legend entries",
 :legendfontcolor          => "Color Type. Font color of legend entries",
+:legendtitlefontfamily    => "String or Symbol. Font family of the legend title.",
+:legendtitlefontsize           => "Integer. Font pointsize the legend title.",
+:legendtitlefonthalign         => "Symbol. Font horizontal alignment of the legend title: :hcenter, :left, :right or :center",
+:legendtitlefontvalign         => "Symbol. Font vertical alignment of the legend title: :vcenter, :top, :bottom or :center",
+:legendtitlefontrotation       => "Real. Font rotation of the legend title",
+:legendtitlefontcolor          => "Color Type. Font color of the legend title",
 :colorbar                 => "Bool (show the colorbar?) or Symbol (colorbar position).  Symbol values: `:none`, `:best`, `:right`, `:left`, `:top`, `:bottom`, `:legend` (matches legend value) (note: only some may be supported in each backend)",
 :clims 					  => "`:auto` or NTuple{2,Number}.  Fixes the limits of the colorbar.",
 :legendfont               => "Font. Font of legend items.",
+:legendtitlefont          => "Font. Font of the legend title.",
 :annotations              => "(x,y,text) tuple(s).  Can be a single tuple or a list of them.  Text can be String or PlotText (created with `text(args...)`)  Add one-off text annotations at the x,y coordinates.",
 :projection               => "Symbol or String.  '3d' or 'polar'",
 :aspect_ratio             => "Symbol (:equal) or Number. Plot area is resized so that 1 y-unit is the same size as `aspect_ratio` x-units.",

src/args.jl

@@ -2,7 +2,7 @@
 
 const _keyAliases = Dict{Symbol,Symbol}()
 
-@noinline function add_aliases(sym::Symbol, aliases::Symbol...)
+function add_aliases(sym::Symbol, aliases::Symbol...)
     for alias in aliases
         if haskey(_keyAliases, alias)
             error("Already an alias $alias => $(_keyAliases[alias])... can't also alias $sym")
@@ -11,7 +11,7 @@ const _keyAliases = Dict{Symbol,Symbol}()
     end
 end
 
-@noinline function add_non_underscore_aliases!(aliases::Dict{Symbol,Symbol})
+function add_non_underscore_aliases!(aliases::Dict{Symbol,Symbol})
     for (k,v) in aliases
         s = string(k)
         if '_' in s
@@ -84,17 +84,17 @@ const _histogram_like = [:histogram, :barhist, :barbins]
 const _line_like = [:line, :path, :steppre, :steppost]
 const _surface_like = [:contour, :contourf, :contour3d, :heatmap, :surface, :wireframe, :image]
 
-@noinline like_histogram(seriestype::Symbol) = seriestype in _histogram_like
-@noinline like_line(seriestype::Symbol)      = seriestype in _line_like
-@noinline like_surface(seriestype::Symbol)   = seriestype in _surface_like
+like_histogram(seriestype::Symbol) = seriestype in _histogram_like
+like_line(seriestype::Symbol)      = seriestype in _line_like
+like_surface(seriestype::Symbol)   = seriestype in _surface_like
 
-@noinline is3d(seriestype::Symbol) = seriestype in _3dTypes
-@noinline is3d(series::Series) = is3d(series.plotattributes)
-@noinline is3d(plotattributes::KW) = trueOrAllTrue(is3d, Symbol(plotattributes[:seriestype]))
+is3d(seriestype::Symbol) = seriestype in _3dTypes
+is3d(series::Series) = is3d(series.plotattributes)
+is3d(plotattributes::KW) = trueOrAllTrue(is3d, Symbol(plotattributes[:seriestype]))
 
-@noinline is3d(sp::Subplot) = string(sp.attr[:projection]) == "3d"
-@noinline ispolar(sp::Subplot) = string(sp.attr[:projection]) == "polar"
-@noinline ispolar(series::Series) = ispolar(series.plotattributes[:subplot])
+is3d(sp::Subplot) = string(sp.attr[:projection]) == "3d"
+ispolar(sp::Subplot) = string(sp.attr[:projection]) == "polar"
+ispolar(series::Series) = ispolar(series.plotattributes[:subplot])
 
 # ------------------------------------------------------------
 
@@ -188,9 +188,9 @@ const _allGridSyms = [:x, :y, :z,
                     :all, :both, :on, :yes, :show,
                     :none, :off, :no, :hide]
 const _allGridArgs = [_allGridSyms; string.(_allGridSyms); nothing]
-@noinline hasgrid(arg::Nothing, letter) = false
-@noinline hasgrid(arg::Bool, letter) = arg
-@noinline function hasgrid(arg::Symbol, letter)
+hasgrid(arg::Nothing, letter) = false
+hasgrid(arg::Bool, letter) = arg
+function hasgrid(arg::Symbol, letter)
     if arg in _allGridSyms
         arg in (:all, :both, :on) || occursin(string(letter), string(arg))
     else
@@ -198,7 +198,7 @@ const _allGridArgs = [_allGridSyms; string.(_allGridSyms); nothing]
         true
     end
 end
-@noinline hasgrid(arg::AbstractString, letter) = hasgrid(Symbol(arg), letter)
+hasgrid(arg::AbstractString, letter) = hasgrid(Symbol(arg), letter)
 
 const _allShowaxisSyms = [:x, :y, :z,
                     :xy, :xz, :yx, :yz, :zx, :zy,
@@ -206,9 +206,9 @@ const _allShowaxisSyms = [:x, :y, :z,
                     :all, :both, :on, :yes, :show,
                     :off, :no, :hide]
 const _allShowaxisArgs = [_allGridSyms; string.(_allGridSyms)]
-@noinline showaxis(arg::Nothing, letter) = false
-@noinline showaxis(arg::Bool, letter) = arg
-@noinline function showaxis(arg::Symbol, letter)
+showaxis(arg::Nothing, letter) = false
+showaxis(arg::Bool, letter) = arg
+function showaxis(arg::Symbol, letter)
     if arg in _allGridSyms
         arg in (:all, :both, :on, :yes) || occursin(string(letter), string(arg))
     else
@@ -216,7 +216,7 @@ const _allShowaxisArgs = [_allGridSyms; string.(_allGridSyms)]
         true
     end
 end
-@noinline showaxis(arg::AbstractString, letter) = hasgrid(Symbol(arg), letter)
+showaxis(arg::AbstractString, letter) = hasgrid(Symbol(arg), letter)
 
 const _allFramestyles = [:box, :semi, :axes, :origin, :zerolines, :grid, :none]
 const _framestyleAliases = Dict{Symbol, Symbol}(
@@ -272,6 +272,7 @@ const _series_defaults = KW(
     :arrow             => nothing,   # allows for adding arrows to line/path... call `arrow(args...)`
     :normalize         => false,     # do we want a normalized histogram?
     :weights           => nothing,   # optional weights for histograms (1D and 2D)
+    :show_empty_bins   => false,     # should empty bins in 2D histogram be colored as zero (otherwise they are transparent)
     :contours          => false,     # add contours to 3d surface and wireframe plots
     :contour_labels    => false,
     :match_dimensions  => false,     # do rows match x (true) or y (false) for heatmap/image/spy? see issue 196
@@ -336,6 +337,12 @@ const _subplot_defaults = KW(
     :legendfontvalign         => :vcenter,
     :legendfontrotation       => 0.0,
     :legendfontcolor          => :match,
+    :legendtitlefontfamily    => :match,
+    :legendtitlefontsize      => 11,
+    :legendtitlefonthalign    => :hcenter,
+    :legendtitlefontvalign    => :vcenter,
+    :legendtitlefontrotation  => 0.0,
+    :legendtitlefontcolor     => :match,
     :annotations              => [],                # annotation tuples... list of (x,y,annotation)
     :projection               => :none,             # can also be :polar or :3d
     :aspect_ratio             => :none,             # choose from :none or :equal
@@ -448,8 +455,9 @@ const _initial_defaults = deepcopy(_all_defaults)
 const _initial_axis_defaults = deepcopy(_axis_defaults)
 
 # to be able to reset font sizes to initial values
-const _initial_fontsizes = Dict{Any,Any}(:titlefontsize  => _subplot_defaults[:titlefontsize],
+const _initial_fontsizes = Dict(:titlefontsize  => _subplot_defaults[:titlefontsize],
                                 :legendfontsize => _subplot_defaults[:legendfontsize],
+                                :legendtitlefontsize => _subplot_defaults[:legendtitlefontsize],
                                 :tickfontsize   => _axis_defaults[:tickfontsize],
                                 :guidefontsize  => _axis_defaults[:guidefontsize])
 
@@ -459,15 +467,15 @@ RecipesBase.is_key_supported(k::Symbol) = is_attr_supported(k)
 
 # -----------------------------------------------------------------------------
 
-@noinline makeplural(s::Symbol) = Symbol(string(s,"s"))
+makeplural(s::Symbol) = Symbol(string(s,"s"))
 
-@noinline autopick(arr::AVec, idx::Integer) = arr[mod1(idx,length(arr))]
-@noinline autopick(notarr, idx::Integer) = notarr
+autopick(arr::AVec, idx::Integer) = arr[mod1(idx,length(arr))]
+autopick(notarr, idx::Integer) = notarr
 
-@noinline autopick_ignore_none_auto(arr::AVec, idx::Integer) = autopick(setdiff(arr, [:none, :auto]), idx)
-@noinline autopick_ignore_none_auto(notarr, idx::Integer) = notarr
+autopick_ignore_none_auto(arr::AVec, idx::Integer) = autopick(setdiff(arr, [:none, :auto]), idx)
+autopick_ignore_none_auto(notarr, idx::Integer) = notarr
 
-@noinline function aliasesAndAutopick(plotattributes::KW, sym::Symbol, aliases::Dict{Symbol,Symbol}, options::AVec, plotIndex::Int)
+function aliasesAndAutopick(plotattributes::KW, sym::Symbol, aliases::Dict{Symbol,Symbol}, options::AVec, plotIndex::Int)
     if plotattributes[sym] == :auto
         plotattributes[sym] = autopick_ignore_none_auto(options, plotIndex)
     elseif haskey(aliases, plotattributes[sym])
@@ -475,7 +483,7 @@ RecipesBase.is_key_supported(k::Symbol) = is_attr_supported(k)
     end
 end
 
-@noinline function aliases(aliasMap::Dict{Symbol,Symbol}, val)
+function aliases(aliasMap::Dict{Symbol,Symbol}, val)
     sortedkeys(filter((k,v)-> v==val, aliasMap))
 end
 
@@ -574,6 +582,7 @@ add_aliases(:xerror, :xerr, :xerrorbar)
 add_aliases(:yerror, :yerr, :yerrorbar, :err, :errorbar)
 add_aliases(:quiver, :velocity, :quiver2d, :gradient, :vectorfield)
 add_aliases(:normalize, :norm, :normed, :normalized)
+add_aliases(:show_empty_bins, :showemptybins, :showempty, :show_empty)
 add_aliases(:aspect_ratio, :aspectratio, :axis_ratio, :axisratio, :ratio)
 add_aliases(:match_dimensions, :transpose, :transpose_z)
 add_aliases(:subplot, :sp, :subplt, :splt)
@@ -879,9 +888,9 @@ function processFontArg!(plotattributes::KW, fontname::Symbol, arg)
     end
 end
 
-@noinline _replace_markershape(shape::Symbol) = get(_markerAliases, shape, shape)
-@noinline _replace_markershape(shapes::AVec) = map(_replace_markershape, shapes)
-@noinline _replace_markershape(shape) = shape
+_replace_markershape(shape::Symbol) = get(_markerAliases, shape, shape)
+_replace_markershape(shapes::AVec) = map(_replace_markershape, shapes)
+_replace_markershape(shape) = shape
 
 function _add_markershape(plotattributes::KW)
     # add the markershape if it needs to be added... hack to allow "m=10" to add a shape,
@@ -930,6 +939,15 @@ function preprocessArgs!(plotattributes::KW)
         end
     end
 
+    # vline accesses the y argument but actually maps it to the x axis.
+    # Hence, we have to swap formatters
+    if get(plotattributes, :seriestype, :path) == :vline
+        xformatter = get(plotattributes, :xformatter, :auto)
+        yformatter = get(plotattributes, :yformatter, :auto)
+        plotattributes[:xformatter] = yformatter
+        plotattributes[:yformatter] = xformatter
+    end
+
     # handle grid args common to all axes
     args = pop!(plotattributes, :grid, ())
     for arg in wraptuple(args)
@@ -961,7 +979,7 @@ function preprocessArgs!(plotattributes::KW)
         end
     end
     # fonts
-    for fontname in (:titlefont, :legendfont)
+    for fontname in (:titlefont, :legendfont, :legendtitlefont)
         args = pop!(plotattributes, fontname, ())
         for arg in wraptuple(args)
             processFontArg!(plotattributes, fontname, arg)
@@ -1074,7 +1092,7 @@ end
 
 
 # this is when given a vector-type of values to group by
-@noinline function extractGroupArgs(v::AVec, args...; legendEntry = string)
+function extractGroupArgs(v::AVec, args...; legendEntry = string)
     groupLabels = sort(collect(unique(v)))
     n = length(groupLabels)
     if n > 100
@@ -1084,17 +1102,17 @@ end
     GroupBy(map(legendEntry, groupLabels), groupIds)
 end
 
-@noinline legendEntryFromTuple(ns::Tuple) = join(ns, ' ')
+legendEntryFromTuple(ns::Tuple) = join(ns, ' ')
 
 # this is when given a tuple of vectors of values to group by
-@noinline function extractGroupArgs(vs::Tuple, args...)
+function extractGroupArgs(vs::Tuple, args...)
     isempty(vs) && return GroupBy([""], [1:size(args[1],1)])
     v = map(tuple, vs...)
     extractGroupArgs(v, args...; legendEntry = legendEntryFromTuple)
 end
 
 # allow passing NamedTuples for a named legend entry
-@noinline legendEntryFromTuple(ns::NamedTuple) =
+legendEntryFromTuple(ns::NamedTuple) =
     join(["$k = $v" for (k, v) in pairs(ns)], ", ")
 
 function extractGroupArgs(vs::NamedTuple, args...)
@@ -1104,22 +1122,22 @@ function extractGroupArgs(vs::NamedTuple, args...)
 end
 
 # expecting a mapping of "group label" to "group indices"
-@noinline function extractGroupArgs(idxmap::Dict{T,V}, args...) where {T, V<:AVec{Int}}
+function extractGroupArgs(idxmap::Dict{T,V}, args...) where {T, V<:AVec{Int}}
     groupLabels = sortedkeys(idxmap)
     groupIds = Vector{Int}[collect(idxmap[k]) for k in groupLabels]
     GroupBy(groupLabels, groupIds)
 end
 
-@noinline filter_data(v::AVec, idxfilter::AVec{Int}) = v[idxfilter]
-@noinline filter_data(v, idxfilter) = v
+filter_data(v::AVec, idxfilter::AVec{Int}) = v[idxfilter]
+filter_data(v, idxfilter) = v
 
-@noinline function filter_data!(plotattributes::KW, idxfilter)
+function filter_data!(plotattributes::KW, idxfilter)
     for s in (:x, :y, :z)
         plotattributes[s] = filter_data(get(plotattributes, s, nothing), idxfilter)
     end
 end
 
-@noinline function _filter_input_data!(plotattributes::KW)
+function _filter_input_data!(plotattributes::KW)
     idxfilter = pop!(plotattributes, :idxfilter, nothing)
     if idxfilter !== nothing
         filter_data!(plotattributes, idxfilter)
@@ -1182,7 +1200,7 @@ end
 
 # -----------------------------------------------------------------------------
 
-@noinline function convertLegendValue(val::Symbol)
+function convertLegendValue(val::Symbol)
     if val in (:both, :all, :yes)
         :best
     elseif val in (:no, :none)
@@ -1193,10 +1211,10 @@ end
         error("Invalid symbol for legend: $val")
     end
 end
-@noinline convertLegendValue(val::Bool) = val ? :best : :none
-@noinline convertLegendValue(val::Nothing) = :none
-@noinline convertLegendValue(v::Tuple{S,T}) where {S<:Real, T<:Real} = v
-@noinline convertLegendValue(v::AbstractArray) = map(convertLegendValue, v)
+convertLegendValue(val::Bool) = val ? :best : :none
+convertLegendValue(val::Nothing) = :none
+convertLegendValue(v::Tuple{S,T}) where {S<:Real, T<:Real} = v
+convertLegendValue(v::AbstractArray) = map(convertLegendValue, v)
 
 # -----------------------------------------------------------------------------
 
@@ -1205,12 +1223,12 @@ end
 # multi-row matrices will give a column
 # InputWrapper just gives the contents
 # anything else is returned as-is
-@noinline function slice_arg(v::AMat, idx::Int)
+function slice_arg(v::AMat, idx::Int)
     c = mod1(idx, size(v,2))
     size(v,1) == 1 ? v[1,c] : v[:,c]
 end
-@noinline slice_arg(wrapper::InputWrapper, idx) = wrapper.obj
-@noinline slice_arg(v, idx) = v
+slice_arg(wrapper::InputWrapper, idx) = wrapper.obj
+slice_arg(v, idx) = v
 
 
 # given an argument key (k), we want to extract the argument value for this index.
@@ -1271,8 +1289,10 @@ const _match_map = KW(
     :bottom_margin => :margin,
     :titlefontfamily          => :fontfamily_subplot,
     :legendfontfamily         => :fontfamily_subplot,
+    :legendtitlefontfamily    => :fontfamily_subplot,
     :titlefontcolor           => :foreground_color_subplot,
     :legendfontcolor          => :foreground_color_subplot,
+    :legendtitlefontcolor     => :foreground_color_subplot,
     :tickfontcolor            => :foreground_color_text,
     :guidefontcolor           => :foreground_color_guide,
 )
@@ -1509,9 +1529,9 @@ end
 
 # -----------------------------------------------------------------------------
 
-@noinline has_black_border_for_default(st) = error("The seriestype attribute only accepts Symbols, you passed the $(typeof(st)) $st.")
-@noinline has_black_border_for_default(st::Function) = error("The seriestype attribute only accepts Symbols, you passed the function $st.")
-@noinline function has_black_border_for_default(st::Symbol)
+has_black_border_for_default(st) = error("The seriestype attribute only accepts Symbols, you passed the $(typeof(st)) $st.")
+has_black_border_for_default(st::Function) = error("The seriestype attribute only accepts Symbols, you passed the function $st.")
+function has_black_border_for_default(st::Symbol)
     like_histogram(st) || st in (:hexbin, :bar, :shape)
 end
 

src/axes.jl

@@ -218,6 +218,8 @@ function optimal_ticks_and_labels(sp::Subplot, axis::Axis, ticks = nothing)
             map(labelfunc(scale, backend()), Showoff.showoff(scaled_ticks, :plain))
         elseif formatter == :scientific
             Showoff.showoff(unscaled_ticks, :scientific)
+	elseif formatter == :latex
+	    map(x -> string("\$", replace(convert_sci_unicode(x), '×' => "\\times"), "\$"), Showoff.showoff(unscaled_ticks, :auto))
         else
             # there was an override for the formatter... use that on the unscaled ticks
             map(formatter, unscaled_ticks)
@@ -295,7 +297,7 @@ function get_minor_ticks(sp, axis, ticks)
     #Add one phantom tick either side of the ticks to ensure minor ticks extend to the axis limits
     if length(ticks) > 2
         ratio = (ticks[3] - ticks[2])/(ticks[2] - ticks[1])
-    elseif axis[:scale] == :none
+    elseif axis[:scale] in (:none, :identity)
         ratio = 1
     else
         return nothing
@@ -754,5 +756,5 @@ function axis_drawing_info(sp::Subplot)
         end
     end
 
-    Any[xticks, yticks, xaxis_segs, yaxis_segs, xtick_segs, ytick_segs, xgrid_segs, ygrid_segs, xminorgrid_segs, yminorgrid_segs, xborder_segs, yborder_segs]
+    xticks, yticks, xaxis_segs, yaxis_segs, xtick_segs, ytick_segs, xgrid_segs, ygrid_segs, xminorgrid_segs, yminorgrid_segs, xborder_segs, yborder_segs
 end

src/backends.jl

@@ -47,17 +47,17 @@ end
 # ---------------------------------------------------------
 
 # don't do anything as a default
-@noinline _create_backend_figure(plt::Plot) = nothing
-@noinline _prepare_plot_object(plt::Plot) = nothing
-@noinline _initialize_subplot(plt::Plot, sp::Subplot) = nothing
+_create_backend_figure(plt::Plot) = nothing
+_prepare_plot_object(plt::Plot) = nothing
+_initialize_subplot(plt::Plot, sp::Subplot) = nothing
 
-@noinline _series_added(plt::Plot, series::Series) = nothing
-@noinline _series_updated(plt::Plot, series::Series) = nothing
+_series_added(plt::Plot, series::Series) = nothing
+_series_updated(plt::Plot, series::Series) = nothing
 
-@noinline _before_layout_calcs(plt::Plot) = nothing
+_before_layout_calcs(plt::Plot) = nothing
 
-@noinline title_padding(sp::Subplot) = sp[:title] == "" ? 0mm : sp[:titlefontsize] * pt
-@noinline guide_padding(axis::Axis) = axis[:guide] == "" ? 0mm : axis[:guidefontsize] * pt
+title_padding(sp::Subplot) = sp[:title] == "" ? 0mm : sp[:titlefontsize] * pt
+guide_padding(axis::Axis) = axis[:guide] == "" ? 0mm : axis[:guidefontsize] * pt
 
 "Returns the (width,height) of a text label."
 function text_size(lablen::Int, sz::Number, rot::Number = 0)
@@ -123,32 +123,20 @@ function _update_min_padding!(sp::Subplot)
     sp.minpad = (leftpad, toppad, rightpad, bottompad)
 end
 
-@noinline _update_plot_object(plt::Plot) = nothing
+_update_plot_object(plt::Plot) = nothing
 
 # ---------------------------------------------------------
 
 
-mutable struct CurrentBackend{sym,T}
-  pkg::T
-end
-function CurrentBackend(sym::Symbol)
-    bkend = _backend_instance(sym)
-    CurrentBackend{sym,typeof(bkend)}(bkend)
-end
-
-function Base.getproperty(bkend::CurrentBackend{sym,T},x::Symbol) where {sym,T}
-    if x === :sym
-        return sym
-    elseif x === :pkg
-        return getfield(bkend,:pkg)
-    else
-        error("Must be sym or pkg")
-    end
+mutable struct CurrentBackend
+  sym::Symbol
+  pkg::AbstractBackend
 end
+CurrentBackend(sym::Symbol) = CurrentBackend(sym, _backend_instance(sym))
 
 # ---------------------------------------------------------
 
-@noinline _fallback_default_backend() = backend(GRBackend())
+_fallback_default_backend() = backend(GRBackend())
 
 function _pick_default_backend()
     env_default = get(ENV, "PLOTS_DEFAULT_BACKEND", "")
@@ -189,7 +177,8 @@ function backend(pkg::AbstractBackend)
         _initialize_backend(pkg)
         push!(_initialized_backends, sym)
     end
-    CURRENT_BACKEND = Plots.CurrentBackend(sym)
+    CURRENT_BACKEND.sym = sym
+    CURRENT_BACKEND.pkg = pkg
     pkg
 end
 
@@ -240,7 +229,7 @@ const _base_supported_args = [
     :subplot_index,
     :discrete_values,
     :projection,
-
+    :show_empty_bins
 ]
 
 function merge_with_base_supported(v::AVec)
@@ -305,8 +294,9 @@ function _initialize_backend(pkg::AbstractBackend)
     end
 end
 
-@noinline _initialize_backend(pkg::GRBackend) = nothing
-@noinline _initialize_backend(pkg::PlotlyBackend) = nothing
+_initialize_backend(pkg::GRBackend) = nothing
+
+_initialize_backend(pkg::PlotlyBackend) = nothing
 
 
 # ------------------------------------------------------------------------------

src/backends/pgfplots.jl

@@ -128,16 +128,18 @@ function pgf_marker(plotattributes, i = 1)
     shape = _cycle(plotattributes[:markershape], i)
     cstr, a = pgf_color(plot_color(get_markercolor(plotattributes, i), get_markeralpha(plotattributes, i)))
     cstr_stroke, a_stroke = pgf_color(plot_color(get_markerstrokecolor(plotattributes, i), get_markerstrokealpha(plotattributes, i)))
-    """
-    mark = $(get(_pgfplots_markers, shape, "*")),
-    mark size = $(pgf_thickness_scaling(plotattributes) * 0.5 * _cycle(plotattributes[:markersize], i)),
-    mark options = {
-        color = $cstr_stroke, draw opacity = $a_stroke,
-        fill = $cstr, fill opacity = $a,
-        line width = $(pgf_thickness_scaling(plotattributes) * _cycle(plotattributes[:markerstrokewidth], i)),
-        rotate = $(shape == :dtriangle ? 180 : 0),
-        $(get(_pgfplots_linestyles, _cycle(plotattributes[:markerstrokestyle], i), "solid"))
-    }"""
+    return string(
+        "mark = $(get(_pgfplots_markers, shape, "*")),\n",
+        "mark size = $(pgf_thickness_scaling(plotattributes) * 0.5 * _cycle(plotattributes[:markersize], i)),\n",
+        plotattributes[:seriestype] == :scatter ? "only marks,\n" : "",
+        "mark options = {
+            color = $cstr_stroke, draw opacity = $a_stroke,
+            fill = $cstr, fill opacity = $a,
+            line width = $(pgf_thickness_scaling(plotattributes) * _cycle(plotattributes[:markerstrokewidth], i)),
+            rotate = $(shape == :dtriangle ? 180 : 0),
+            $(get(_pgfplots_linestyles, _cycle(plotattributes[:markerstrokestyle], i), "solid"))
+        }"
+        )
 end
 
 function pgf_add_annotation!(o, x, y, val, thickness_scaling = 1)
@@ -476,8 +478,18 @@ function _update_plot_object(plt::Plot{PGFPlotsBackend})
         if haskey(_pgfplots_legend_pos, legpos)
             kw[:legendPos] = _pgfplots_legend_pos[legpos]
         end
-        cstr, a = pgf_color(plot_color(sp[:background_color_legend]))
-        push!(style, string("legend style = {", pgf_linestyle(pgf_thickness_scaling(sp), sp[:foreground_color_legend], 1.0, "solid"), ",", "fill = $cstr,", "font = ", pgf_font(sp[:legendfontsize], pgf_thickness_scaling(sp)), "}"))
+        cstr, bg_alpha = pgf_color(plot_color(sp[:background_color_legend]))
+        fg_alpha = alpha(plot_color(sp[:foreground_color_legend]))
+
+        push!(style, string(
+            "legend style = {", 
+                pgf_linestyle(pgf_thickness_scaling(sp), sp[:foreground_color_legend], fg_alpha, "solid", ), ",", 
+                "fill = $cstr,", 
+                "fill opacity = $bg_alpha,", 
+                "text opacity = $(alpha(plot_color(sp[:legendfontcolor]))),", 
+                "font = ", pgf_font(sp[:legendfontsize], pgf_thickness_scaling(sp)), 
+            "}",
+        ))
 
         if any(s[:seriestype] == :contour for s in series_list(sp))
             kw[:view] = "{0}{90}"

src/backends/plotly.jl

@@ -454,7 +454,7 @@ function plotly_series(plt::Plot, series::Series)
     st = series[:seriestype]
 
     sp = series[:subplot]
-    clims = get_clims(sp)
+    clims = get_clims(sp, series)
 
     if st == :shape
         return plotly_series_shapes(plt, series, clims)
@@ -469,7 +469,7 @@ function plotly_series(plt::Plot, series::Series)
     plotattributes_out[:showlegend] = should_add_to_legend(series)
 
     if st == :straightline
-        x, y = straightline_data(series)
+        x, y = straightline_data(series, 100)
         z = series[:z]
     else
         x, y, z  = series[:x], series[:y], series[:z]
@@ -584,7 +584,7 @@ function plotly_series_shapes(plt::Plot, series::Series, clims)
     )
 
     x, y = (plotly_data(series, letter, data)
-        for (letter, data) in zip((:x, :y), shape_data(series))
+        for (letter, data) in zip((:x, :y), shape_data(series, 100))
     )
 
     for (i,rng) in enumerate(segments)

src/backends/pyplot.jl

@@ -399,7 +399,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
 
     # handle zcolor and get c/cmap
     needs_colorbar = hascolorbar(sp)
-    vmin, vmax = clims = get_clims(sp)
+    vmin, vmax = clims = get_clims(sp, series)
 
     # Dict to store extra kwargs
     if st == :wireframe
@@ -756,7 +756,7 @@ function py_add_series(plt::Plot{PyPlotBackend}, series::Series)
             cmap = py_colormap(cgrad([:black, :white])),
             vmin = 0.0,
             vmax = 1.0,
-            extent = (xmin, xmax, ymax, ymin)
+            extent = (xmin-0.5, xmax+0.5, ymax+0.5, ymin-0.5)
         )
         push!(handles, handle)
 
@@ -927,7 +927,7 @@ function py_set_scale(ax, sp::Subplot, axis::Axis)
         elseif scale == :log10
             10
         end
-        kw[Symbol(:linthresh,letter)] = NaNMath.min(1e-16, py_compute_axis_minval(sp, axis))
+        kw[Symbol(:linthresh,letter)] = NaNMath.max(1e-16, py_compute_axis_minval(sp, axis))
         "symlog"
     end
     func(arg; kw...)
@@ -1228,7 +1228,7 @@ end
 
 function py_add_annotations(sp::Subplot{PyPlotBackend}, x, y, val)
     ax = sp.o
-    ax."annotate"(val, xy = (x,y), zorder = 999)
+    ax."annotate"(val, xy = (x,y), zorder = 999, annotation_clip = false)
 end
 
 
@@ -1242,7 +1242,8 @@ function py_add_annotations(sp::Subplot{PyPlotBackend}, x, y, val::PlotText)
         verticalalignment = val.font.valign == :vcenter ? "center" : string(val.font.valign),
         rotation = val.font.rotation,
         size = py_thickness_scale(sp.plt, val.font.pointsize),
-        zorder = 999
+        zorder = 999,
+        annotation_clip = false
     )
 end
 
@@ -1289,13 +1290,13 @@ py_legend_bbox(pos) = pos
 
 function py_add_legend(plt::Plot, sp::Subplot, ax)
     leg = sp[:legend]
-    clims = get_clims(sp)
     if leg != :none
         # gotta do this to ensure both axes are included
         labels = []
         handles = []
         for series in series_list(sp)
             if should_add_to_legend(series)
+                clims = get_clims(sp, series)
                 # add a line/marker and a label
                 push!(handles, if series[:seriestype] == :shape || series[:fillrange] !== nothing
                     pypatches."Patch"(
@@ -1335,10 +1336,13 @@ function py_add_legend(plt::Plot, sp::Subplot, ax)
             frame = leg."get_frame"()
             frame."set_linewidth"(py_thickness_scale(plt, 1))
             leg."set_zorder"(1000)
-            sp[:legendtitle] !== nothing && leg."set_title"(sp[:legendtitle])
+            if sp[:legendtitle] !== nothing
+                leg."set_title"(sp[:legendtitle])
+                PyPlot.plt."setp"(leg."get_title"(), color = py_color(sp[:legendtitlefontcolor]), family = sp[:legendtitlefontfamily], fontsize = py_thickness_scale(plt, sp[:legendtitlefontsize]))
+            end
 
             for txt in leg."get_texts"()
-                PyPlot.plt."setp"(txt, color = py_color(sp[:legendfontcolor]), family = sp[:legendfontfamily])
+                PyPlot.plt."setp"(txt, color = py_color(sp[:legendfontcolor]), family = sp[:legendfontfamily], fontsize = py_thickness_scale(plt, sp[:legendfontsize]))
             end
         end
     end

src/components.jl

@@ -137,7 +137,7 @@ const _shape_keys = Symbol[
   :x,
 ]
 
-const _shapes = Dict{Symbol,Shape}(
+const _shapes = KW(
     :circle    => makeshape(20),
     :rect       => makeshape(4, offset=-0.25),
     :diamond    => makeshape(4),
@@ -794,7 +794,7 @@ end
 
 @deprecate curve_points coords
 
-coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, range(range..., stop=n, length=50))
+coords(curve::BezierCurve, n::Integer = 30; range = [0,1]) = map(curve, Base.range(range..., length=n))
 
 # build a BezierCurve which leaves point p vertically upwards and arrives point q vertically upwards.
 # may create a loop if necessary.  Assumes the view is [0,1]

src/examples.jl

@@ -165,7 +165,7 @@ PlotExample("Marker types",
 ),
 
 PlotExample("Bar",
-    "x is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)",
+    "`x` is the midpoint of the bar. (todo: allow passing of edges instead of midpoints)",
     [:(begin
         bar(randn(99))
     end)]
@@ -238,12 +238,12 @@ build with the method `text(string, attr...)`, which wraps font and color attrib
 """,
     [:(begin
 y = rand(10)
-plot(y, annotations = (3,y[3],text("this is #3",:left)), leg=false)
-annotate!([(5, y[5], text("this is #5",16,:red,:center)),
-          (10, y[10], text("this is #10",:right,20,"courier"))])
+plot(y, annotations = (3,y[3], Plots.text("this is #3",:left)), leg=false)
+annotate!([(5, y[5], Plots.text("this is #5",16,:red,:center)),
+          (10, y[10], Plots.text("this is #10",:right,20,"courier"))])
 scatter!(range(2, stop=8, length=6), rand(6), marker=(50,0.2,:orange),
          series_annotations = ["series","annotations","map","to","series",
-                               text("data",:green)])
+                               Plots.text("data",:green)])
     end)]
 ),
 
@@ -305,7 +305,8 @@ PlotExample("3D",
 
 PlotExample("DataFrames",
     "Plot using DataFrame column symbols.",
-    [:(begin
+    [:(using StatsPlots), # can't be inside begin block because @df gets expanded first
+     :(begin
         import RDatasets
         iris = RDatasets.dataset("datasets", "iris")
         @df iris scatter(:SepalLength, :SepalWidth, group=:Species,
@@ -354,7 +355,8 @@ PlotExample("Layouts, margins, label rotation, title location",
 
 PlotExample("Boxplot and Violin series recipes",
     "",
-    [:(begin
+    [:(using StatsPlots), # can't be inside begin block because @df gets expanded first
+     :(begin
         import RDatasets
         singers = RDatasets.dataset("lattice", "singer")
         @df singers violin(:VoicePart, :Height, line = 0, fill = (0.2, :blue))
@@ -454,6 +456,49 @@ see: http://stackoverflow.com/a/37732384/5075246
     end)]
 ),
 
+PlotExample("Ribbons",
+    """
+    Ribbons can be added to lines via the `ribbon` keyword;
+    you can pass a tuple of arrays (upper and lower bounds),
+    a single Array (for symmetric ribbons), a Function, or a number.
+    """,
+    [:(begin
+        plot(
+            plot(0:10; ribbon = (LinRange(0, 2, 10), LinRange(0, 1, 10))),
+            plot(0:10; ribbon = 0:0.5:5),
+            plot(0:10; ribbon = sqrt),
+            plot(0:10; ribbon = 1),
+        )
+    end)]
+),
+
+PlotExample("Histogram2D (complex values)",
+    "",
+    [:(begin
+        n = 10_000
+        x = exp.(0.1randn(n) .+ randn(n).*(im))
+        histogram2d(x, nbins=(20,40), show_empty_bins=true,
+                    normed=true, aspect_ratio=1)
+    end)]
+),
+
+PlotExample("Unconnected lines using `missing` or `NaN`",
+"""
+Missing values and non-finite values, including `NaN`, are not plotted.
+Instead, lines are separated into segments at these values.
+""",
+    [:(begin
+        x,y = [1,2,2,1,1], [1,2,1,2,1]
+        plot(
+              plot([rand(5); NaN; rand(5); NaN; rand(5)]),
+              plot([1,missing,2,3], marker=true),
+              plot([x; NaN; x.+2], [y; NaN; y.+1], arrow=2),
+              plot([1, 2+3im, Inf, 4im, 3, -Inf*im, 0, 3+3im], marker=true),
+              legend=false
+        )
+    end)]
+),
+
 ]
 
 # Some constants for PlotDocs and PlotReferenceImages
@@ -461,7 +506,7 @@ _animation_examples = [2, 30]
 _backend_skips = Dict(
     :gr => [25, 30],
     :pyplot => [25, 30],
-    :plotlyjs => [2, 21, 25, 30, 31],
+    :plotlyjs => [2, 21, 24, 25, 30, 31],
     :pgfplots => [2, 5, 6, 10, 16, 20, 22, 23, 25, 28, 30],
 )
 
@@ -475,7 +520,12 @@ function test_examples(pkgname::Symbol, idx::Int; debug = false, disp = true)
   @info("Testing plot: $pkgname:$idx:$(_examples[idx].header)")
   backend(pkgname)
   backend()
-  map(eval, _examples[idx].exprs)
+
+  # prevent leaking variables (esp. functions) directly into Plots namespace
+  m = Module(:PlotExampleModule)
+  Base.eval(m, :(using Plots))
+  map(exprs -> Base.eval(m, exprs), _examples[idx].exprs)
+
   plt = current()
   if disp
     gui(plt)

src/init.jl

@@ -28,12 +28,41 @@ function __init__()
         insert!(Base.Multimedia.displays, findlast(x -> x isa REPL.REPLDisplay, Base.Multimedia.displays) + 1, PlotsDisplay())
     end)
 
-    @require HDF5 = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" include(joinpath(@__DIR__, "backends", "hdf5.jl"))
-    @require InspectDR = "d0351b0e-4b05-5898-87b3-e2a8edfddd1d" include(joinpath(@__DIR__, "backends", "inspectdr.jl"))
-    @require PGFPlots = "3b7a836e-365b-5785-a47d-02c71176b4aa" include(joinpath(@__DIR__, "backends", "pgfplots.jl"))
-    @require PlotlyJS = "f0f68f2c-4968-5e81-91da-67840de0976a" include(joinpath(@__DIR__, "backends", "plotlyjs.jl"))
-    @require PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee" include(joinpath(@__DIR__, "backends", "pyplot.jl"))
-    @require UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" include(joinpath(@__DIR__, "backends", "unicodeplots.jl"))
+    @require HDF5 = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f" begin
+        fn = joinpath(@__DIR__, "backends", "hdf5.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require InspectDR = "d0351b0e-4b05-5898-87b3-e2a8edfddd1d" begin
+        fn = joinpath(@__DIR__, "backends", "inspectdr.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PGFPlots = "3b7a836e-365b-5785-a47d-02c71176b4aa" begin
+        fn = joinpath(@__DIR__, "backends", "pgfplots.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PlotlyJS = "f0f68f2c-4968-5e81-91da-67840de0976a" begin
+        fn = joinpath(@__DIR__, "backends", "plotlyjs.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee" begin
+        fn = joinpath(@__DIR__, "backends", "pyplot.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
+
+    @require UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228" begin
+        fn = joinpath(@__DIR__, "backends", "unicodeplots.jl")
+        include(fn)
+        @require Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise.track(Plots, fn)
+    end
 
     @require IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" begin
         if IJulia.inited

src/layouts.jl

@@ -107,7 +107,6 @@ function resolve_mixed(mix::MixedMeasures, sp::Subplot, letter::Symbol)
     if mix.len != 0mm
         f = (letter == :x ? width : height)
         totlen = f(plotarea(sp))
-        @show totlen
         pct += mix.len / totlen
     end
     if pct != 0
@@ -188,29 +187,29 @@ parent_bbox(layout::AbstractLayout) = bbox(parent(layout))
 # padding_h(layout::AbstractLayout) = bottom_padding(layout) + top_padding(layout)
 # padding(layout::AbstractLayout) = (padding_w(layout), padding_h(layout))
 
-@noinline update_position!(layout::AbstractLayout) = nothing
-@noinline update_child_bboxes!(layout::AbstractLayout, minimum_perimeter = [0mm,0mm,0mm,0mm]) = nothing
+update_position!(layout::AbstractLayout) = nothing
+update_child_bboxes!(layout::AbstractLayout, minimum_perimeter = [0mm,0mm,0mm,0mm]) = nothing
 
-@noinline left(layout::AbstractLayout) = left(bbox(layout))
-@noinline top(layout::AbstractLayout) = top(bbox(layout))
-@noinline right(layout::AbstractLayout) = right(bbox(layout))
-@noinline bottom(layout::AbstractLayout) = bottom(bbox(layout))
-@noinline width(layout::AbstractLayout) = width(bbox(layout))
-@noinline height(layout::AbstractLayout) = height(bbox(layout))
+left(layout::AbstractLayout) = left(bbox(layout))
+top(layout::AbstractLayout) = top(bbox(layout))
+right(layout::AbstractLayout) = right(bbox(layout))
+bottom(layout::AbstractLayout) = bottom(bbox(layout))
+width(layout::AbstractLayout) = width(bbox(layout))
+height(layout::AbstractLayout) = height(bbox(layout))
 
 # pass these through to the bbox methods if there's no plotarea
-@noinline plotarea(layout::AbstractLayout) = bbox(layout)
-@noinline plotarea!(layout::AbstractLayout, bb::BoundingBox) = bbox!(layout, bb)
+plotarea(layout::AbstractLayout) = bbox(layout)
+plotarea!(layout::AbstractLayout, bb::BoundingBox) = bbox!(layout, bb)
 
-@noinline attr(layout::AbstractLayout, k::Symbol) = layout.attr[k]
-@noinline attr(layout::AbstractLayout, k::Symbol, v) = get(layout.attr, k, v)
-@noinline attr!(layout::AbstractLayout, v, k::Symbol) = (layout.attr[k] = v)
-@noinline hasattr(layout::AbstractLayout, k::Symbol) = haskey(layout.attr, k)
+attr(layout::AbstractLayout, k::Symbol) = layout.attr[k]
+attr(layout::AbstractLayout, k::Symbol, v) = get(layout.attr, k, v)
+attr!(layout::AbstractLayout, v, k::Symbol) = (layout.attr[k] = v)
+hasattr(layout::AbstractLayout, k::Symbol) = haskey(layout.attr, k)
 
-@noinline leftpad(layout::AbstractLayout)   = 0mm
-@noinline toppad(layout::AbstractLayout)    = 0mm
-@noinline rightpad(layout::AbstractLayout)  = 0mm
-@noinline bottompad(layout::AbstractLayout) = 0mm
+leftpad(layout::AbstractLayout)   = 0mm
+toppad(layout::AbstractLayout)    = 0mm
+rightpad(layout::AbstractLayout)  = 0mm
+bottompad(layout::AbstractLayout) = 0mm
 
 # -----------------------------------------------------------
 # RootLayout
@@ -218,6 +217,7 @@ parent_bbox(layout::AbstractLayout) = bbox(parent(layout))
 # this is the parent of the top-level layout
 struct RootLayout <: AbstractLayout end
 
+Base.show(io::IO, layout::RootLayout) = Base.show_default(io, layout)
 Base.parent(::RootLayout) = nothing
 parent_bbox(::RootLayout) = defaultbox
 bbox(::RootLayout) = defaultbox
@@ -227,8 +227,8 @@ bbox(::RootLayout) = defaultbox
 
 # contains blank space
 mutable struct EmptyLayout <: AbstractLayout
-    parent
-    bbox#::BoundingBox
+    parent::AbstractLayout
+    bbox::BoundingBox
     attr::KW  # store label, width, and height for initialization
     # label  # this is the label that the subplot will take (since we create a layout before initialization)
 end
@@ -245,12 +245,12 @@ _update_min_padding!(layout::EmptyLayout) = nothing
 
 # nested, gridded layout with optional size percentages
 mutable struct GridLayout <: AbstractLayout
-    parent
-    minpad::Tuple{AbsoluteLength,AbsoluteLength,AbsoluteLength,AbsoluteLength} # leftpad, toppad, rightpad, bottompad
-    bbox#::BoundingBox
-    grid::Matrix{Any} # Nested layouts. Each position is a AbstractLayout, which allows for arbitrary recursion
-    widths::Vector{Any}
-    heights::Vector{Any}
+    parent::AbstractLayout
+    minpad::Tuple # leftpad, toppad, rightpad, bottompad
+    bbox::BoundingBox
+    grid::Matrix{AbstractLayout} # Nested layouts. Each position is a AbstractLayout, which allows for arbitrary recursion
+    widths::Vector{Measure}
+    heights::Vector{Measure}
     attr::KW
 end
 
@@ -268,14 +268,14 @@ function GridLayout(dims...;
                     widths = zeros(dims[2]),
                     heights = zeros(dims[1]),
                     kw...)
-    grid = Matrix{Any}(undef, dims...)
+    grid = Matrix{AbstractLayout}(undef, dims...)
     layout = GridLayout(
         parent,
         (20mm, 5mm, 2mm, 10mm),
         defaultbox,
         grid,
-        Any[w*pct for w in widths],
-        Any[h*pct for h in heights],
+        Measure[w*pct for w in widths],
+        Measure[h*pct for h in heights],
         # convert(Vector{Float64}, widths),
         # convert(Vector{Float64}, heights),
         KW(kw))
@@ -349,18 +349,18 @@ function update_child_bboxes!(layout::GridLayout, minimum_perimeter = [0mm,0mm,0
     # # create a matrix for each minimum padding direction
     # _update_min_padding!(layout)
 
-    minpad_left::Matrix{AbsoluteLength}   = map(leftpad,   layout.grid)
-    minpad_top::Matrix{AbsoluteLength}    = map(toppad,    layout.grid)
-    minpad_right::Matrix{AbsoluteLength}  = map(rightpad,  layout.grid)
-    minpad_bottom::Matrix{AbsoluteLength} = map(bottompad, layout.grid)
+    minpad_left   = map(leftpad,   layout.grid)
+    minpad_top    = map(toppad,    layout.grid)
+    minpad_right  = map(rightpad,  layout.grid)
+    minpad_bottom = map(bottompad, layout.grid)
 
     # get the max horizontal (left and right) padding over columns,
     # and max vertical (bottom and top) padding over rows
     # TODO: add extra padding here
-    pad_left::Matrix{AbsoluteLength}   = maximum(minpad_left,   dims = 1)
-    pad_top::Matrix{AbsoluteLength}    = maximum(minpad_top,    dims = 2)
-    pad_right::Matrix{AbsoluteLength}  = maximum(minpad_right,  dims = 1)
-    pad_bottom::Matrix{AbsoluteLength} = maximum(minpad_bottom, dims = 2)
+    pad_left   = maximum(minpad_left,   dims = 1)
+    pad_top    = maximum(minpad_top,    dims = 2)
+    pad_right  = maximum(minpad_right,  dims = 1)
+    pad_bottom = maximum(minpad_bottom, dims = 2)
 
     # make sure the perimeter match the parent
     pad_left[1]     = max(pad_left[1], minimum_perimeter[1])
@@ -389,14 +389,14 @@ function update_child_bboxes!(layout::GridLayout, minimum_perimeter = [0mm,0mm,0
         child = layout[r,c]
 
         # get the top-left corner of this child... the first one is top-left of the parent (i.e. layout)
-        child_left::AbsoluteLength  = (c == 1 ? left(layout.bbox) : right(layout[r, c-1].bbox))
-        child_top::AbsoluteLength   = (r == 1 ? top(layout.bbox) : bottom(layout[r-1, c].bbox))
+        child_left = (c == 1 ? left(layout.bbox) : right(layout[r, c-1].bbox))
+        child_top  = (r == 1 ? top(layout.bbox) : bottom(layout[r-1, c].bbox))
 
         # compute plot area
-        plotarea_left::AbsoluteLength    = child_left + pad_left[c]
-        plotarea_top::AbsoluteLength     = child_top + pad_top[r]
-        plotarea_width::AbsoluteLength   = total_plotarea_horizontal * layout.widths[c]
-        plotarea_height::AbsoluteLength  = total_plotarea_vertical * layout.heights[r]
+        plotarea_left   = child_left + pad_left[c]
+        plotarea_top    = child_top + pad_top[r]
+        plotarea_width  = total_plotarea_horizontal * layout.widths[c]
+        plotarea_height = total_plotarea_vertical * layout.heights[r]
         plotarea!(child, BoundingBox(plotarea_left, plotarea_top, plotarea_width, plotarea_height))
 
         # compute child bbox
@@ -512,14 +512,14 @@ end
 
 # # just a single subplot
 # function build_layout(sp::Subplot, n::Integer)
-#     sp, Subplot[sp], KW(gensym() => sp)
+#     sp, Subplot[sp], SubplotMap(gensym() => sp)
 # end
 
 # n is the number of subplots... build a grid and initialize the inner subplots recursively
 function build_layout(layout::GridLayout, n::Integer)
     nr, nc = size(layout)
-    subplots = Any[]
-    spmap = KW()
+    subplots = Subplot[]
+    spmap = SubplotMap()
     i = 0
     for r=1:nr, c=1:nc
         l = layout[r,c]
@@ -560,8 +560,8 @@ end
 # TODO... much of the logic overlaps with the method above... can we merge?
 function build_layout(layout::GridLayout, numsp::Integer, plts::AVec{Plot})
     nr, nc = size(layout)
-    subplots = Any[]
-    spmap = KW()
+    subplots = Subplot[]
+    spmap = SubplotMap()
     i = 0
     for r=1:nr, c=1:nc
         l = layout[r,c]

src/output.jl

@@ -72,6 +72,7 @@ const _savemap = Dict(
     "eps" => eps,
     "tex" => tex,
     "html" => html,
+    "tikz" => tex,
   )
 
 function getExtension(fn::AbstractString)
@@ -129,29 +130,29 @@ savefig(fn::AbstractString) = savefig(current(), fn)
 
 Display a plot using the backends' gui window
 """
-@noinline gui(plt::Plot = current()) = display(PlotsDisplay(), plt)
+gui(plt::Plot = current()) = display(PlotsDisplay(), plt)
 
 # IJulia only... inline display
-@noinline function inline(plt::Plot = current())
+function inline(plt::Plot = current())
     isijulia() || error("inline() is IJulia-only")
     Main.IJulia.clear_output(true)
     display(Main.IJulia.InlineDisplay(), plt)
 end
 
-@noinline function Base.display(::PlotsDisplay, plt::Plot)
+function Base.display(::PlotsDisplay, plt::Plot)
     prepare_output(plt)
     _display(plt)
 end
 
-@noinline _do_plot_show(plt, showval::Bool) = showval && gui(plt)
-@noinline function _do_plot_show(plt, showval::Symbol)
+_do_plot_show(plt, showval::Bool) = showval && gui(plt)
+function _do_plot_show(plt, showval::Symbol)
     showval == :gui && gui(plt)
     showval in (:inline,:ijulia) && inline(plt)
 end
 
 # ---------------------------------------------------------
 
-const _best_html_output_type = Dict{Symbol,Symbol}(
+const _best_html_output_type = KW(
     :pyplot => :png,
     :unicodeplots => :txt,
     :plotlyjs => :html,
@@ -159,7 +160,7 @@ const _best_html_output_type = Dict{Symbol,Symbol}(
 )
 
 # a backup for html... passes to svg or png depending on the html_output_format arg
-@noinline function _show(io::IO, ::MIME"text/html", plt::Plot)
+function _show(io::IO, ::MIME"text/html", plt::Plot)
     output_type = Symbol(plt.attr[:html_output_format])
     if output_type == :auto
         output_type = get(_best_html_output_type, backend_name(plt.backend), :svg)
@@ -178,11 +179,11 @@ const _best_html_output_type = Dict{Symbol,Symbol}(
 end
 
 # delegate showable to _show instead
-@noinline function Base.showable(m::M, plt::P) where {M<:MIME, P<:Plot}
+function Base.showable(m::M, plt::P) where {M<:MIME, P<:Plot}
     return hasmethod(_show, Tuple{IO, M, P})
 end
 
-@noinline function _display(plt::Plot)
+function _display(plt::Plot)
     @warn("_display is not defined for this backend.")
 end
 
@@ -201,8 +202,10 @@ for mime in ("text/plain", "text/html", "image/png", "image/eps", "image/svg+xml
     end
 end
 
+Base.show(io::IO, m::MIME"application/prs.juno.plotpane+html", plt::Plot) = showjuno(io, MIME("text/html"), plt)
+
 # default text/plain for all backends
-@noinline _show(io::IO, ::MIME{Symbol("text/plain")}, plt::Plot) = show(io, plt)
+_show(io::IO, ::MIME{Symbol("text/plain")}, plt::Plot) = show(io, plt)
 
 "Close all open gui windows of the current backend"
 closeall() = closeall(backend())
@@ -228,16 +231,17 @@ closeall() = closeall(backend())
 # ---------------------------------------------------------
 # Atom PlotPane
 # ---------------------------------------------------------
-@noinline function showjuno(io::IO, m, plt)
-    sz = plt[:size]
+function showjuno(io::IO, m, plt)
+    sz = collect(plt[:size])
     dpi = plt[:dpi]
     thickness_scaling = plt[:thickness_scaling]
 
     jsize = get(io, :juno_plotsize, [400, 500])
+    jratio = get(io, :juno_dpi_ratio, 1)
 
     scale = minimum(jsize[i] / sz[i] for i in 1:2)
-    plt[:size] = (s * scale for s in sz)
-    plt[:dpi] = Plots.DPI
+    plt[:size] = [s * scale for s in sz]
+    plt[:dpi] = jratio*Plots.DPI
     plt[:thickness_scaling] *= scale
 
     prepare_output(plt)
@@ -250,7 +254,7 @@ closeall() = closeall(backend())
     end
 end
 
-@noinline function _showjuno(io::IO, m::MIME"image/svg+xml", plt)
+function _showjuno(io::IO, m::MIME"image/svg+xml", plt)
   if Symbol(plt.attr[:html_output_format]) ≠ :svg
     throw(MethodError(show, (typeof(m), typeof(plt))))
   else
@@ -258,4 +262,6 @@ end
   end
 end
 
-@noinline _showjuno(io::IO, m, plt) = _show(io, m, plt)
+Base.showable(::MIME"application/prs.juno.plotpane+html", plt::Plot) = showable(MIME"text/html"(), plt)
+
+_showjuno(io::IO, m, plt) = _show(io, m, plt)

src/pipeline.jl

@@ -3,11 +3,11 @@
 # ------------------------------------------------------------------
 # preprocessing
 
-@noinline function command_idx(kw_list::AVec{KW}, kw::KW)
+function command_idx(kw_list::AVec{KW}, kw::KW)
     Int(kw[:series_plotindex]) - Int(kw_list[1][:series_plotindex]) + 1
 end
 
-@noinline function _expand_seriestype_array(plotattributes::KW, args)
+function _expand_seriestype_array(plotattributes::KW, args)
     sts = get(plotattributes, :seriestype, :path)
     if typeof(sts) <: AbstractArray
         delete!(plotattributes, :seriestype)
@@ -23,7 +23,7 @@ end
     end
 end
 
-@noinline function _preprocess_args(plotattributes::KW, args, still_to_process::Vector{RecipeData})
+function _preprocess_args(plotattributes::KW, args, still_to_process::Vector{RecipeData})
     # the grouping mechanism is a recipe on a GroupBy object
     # we simply add the GroupBy object to the front of the args list to allow
     # the recipe to be applied
@@ -57,7 +57,7 @@ end
 # user recipes
 
 
-@noinline function _process_userrecipes(plt::Plot, plotattributes::KW, args)
+function _process_userrecipes(plt::Plot, plotattributes::KW, args)
     still_to_process = RecipeData[]
     args = _preprocess_args(plotattributes, args, still_to_process)
 
@@ -90,7 +90,7 @@ end
     kw_list
 end
 
-@noinline function _process_userrecipe(plt::Plot, kw_list::Vector{KW}, recipedata::RecipeData)
+function _process_userrecipe(plt::Plot, kw_list::Vector{KW}, recipedata::RecipeData)
     # when the arg tuple is empty, that means there's nothing left to recursively
     # process... finish up and add to the kw_list
     kw = recipedata.plotattributes
@@ -108,7 +108,7 @@ end
     return
 end
 
-@noinline function _preprocess_userrecipe(kw::KW)
+function _preprocess_userrecipe(kw::KW)
     _add_markershape(kw)
 
     # if there was a grouping, filter the data here
@@ -132,7 +132,7 @@ end
     return
 end
 
-@noinline function _add_errorbar_kw(kw_list::Vector{KW}, kw::KW)
+function _add_errorbar_kw(kw_list::Vector{KW}, kw::KW)
     # handle error bars by creating new recipedata data... these will have
     # the same recipedata index as the recipedata they are copied from
     for esym in (:xerror, :yerror)
@@ -147,7 +147,7 @@ end
     end
 end
 
-@noinline function _add_smooth_kw(kw_list::Vector{KW}, kw::KW)
+function _add_smooth_kw(kw_list::Vector{KW}, kw::KW)
     # handle smoothing by adding a new series
     if get(kw, :smooth, false)
         x, y = kw[:x], kw[:y]
@@ -203,7 +203,7 @@ end
 # ------------------------------------------------------------------
 # setup plot and subplot
 
-function _plot_setup(plt::Plot{T}, plotattributes::KW, kw_list::Vector{KW}) where {T}
+function _plot_setup(plt::Plot, plotattributes::KW, kw_list::Vector{KW})
     # merge in anything meant for the Plot
     for kw in kw_list, (k,v) in kw
         haskey(_plot_defaults, k) && (plotattributes[k] = pop!(kw, k))
@@ -252,17 +252,18 @@ function _plot_setup(plt::Plot{T}, plotattributes::KW, kw_list::Vector{KW}) wher
     plt[:inset_subplots] = nothing
 end
 
-function _subplot_setup(plt::Plot{T}, plotattributes::KW, kw_list::Vector{KW}) where T
+function _subplot_setup(plt::Plot, plotattributes::KW, kw_list::Vector{KW})
     # we'll keep a map of subplot to an attribute override dict.
     # Subplot/Axis attributes set by a user/series recipe apply only to the
     # Subplot object which they belong to.
     # TODO: allow matrices to still apply to all subplots
-    sp_attrs = Dict{Any,Any}()
+    sp_attrs = Dict{Subplot,Any}()
     for kw in kw_list
         # get the Subplot object to which the series belongs.
         sps = get(kw, :subplot, :auto)
         sp = get_subplot(plt, _cycle(sps == :auto ? plt.subplots : plt.subplots[sps], command_idx(kw_list,kw)))
         kw[:subplot] = sp
+
         # extract subplot/axis attributes from kw and add to sp_attr
         attr = KW()
         for (k,v) in collect(kw)
@@ -302,7 +303,7 @@ end
 
 # getting ready to add the series... last update to subplot from anything
 # that might have been added during series recipes
-@noinline function _prepare_subplot(plt::Plot{T}, plotattributes::KW) where T
+function _prepare_subplot(plt::Plot{T}, plotattributes::KW) where T
     st::Symbol = plotattributes[:seriestype]
     sp::Subplot{T} = plotattributes[:subplot]
     sp_idx = get_subplot_index(plt, sp)
@@ -326,7 +327,7 @@ end
 # ------------------------------------------------------------------
 # series types
 
-@noinline function _override_seriestype_check(plotattributes::KW, st::Symbol)
+function _override_seriestype_check(plotattributes::KW, st::Symbol)
     # do we want to override the series type?
     if !is3d(st) && !(st in (:contour,:contour3d))
         z = plotattributes[:z]
@@ -338,7 +339,7 @@ end
     st
 end
 
-@noinline function _prepare_annotations(sp::Subplot, plotattributes::KW)
+function _prepare_annotations(sp::Subplot, plotattributes::KW)
     # strip out series annotations (those which are based on series x/y coords)
     # and add them to the subplot attr
     sp_anns = annotations(sp[:annotations])
@@ -371,7 +372,7 @@ function _expand_subplot_extrema(sp::Subplot, plotattributes::KW, st::Symbol)
     end
 end
 
-@noinline function _add_the_series(plt, sp, plotattributes)
+function _add_the_series(plt, sp, plotattributes)
     warnOnUnsupported_args(plt.backend, plotattributes)
     warnOnUnsupported(plt.backend, plotattributes)
     series = Series(plotattributes)

src/plot.jl

@@ -4,19 +4,19 @@ mutable struct CurrentPlot
 end
 const CURRENT_PLOT = CurrentPlot(nothing)
 
-@noinline isplotnull() = CURRENT_PLOT.nullableplot === nothing
+isplotnull() = CURRENT_PLOT.nullableplot === nothing
 
 """
     current()
 Returns the Plot object for the current plot
 """
-@noinline function current()
+function current()
     if isplotnull()
         error("No current plot/subplot")
     end
     CURRENT_PLOT.nullableplot
 end
-@noinline current(plot::AbstractPlot) = (CURRENT_PLOT.nullableplot = plot)
+current(plot::AbstractPlot) = (CURRENT_PLOT.nullableplot = plot)
 
 # ---------------------------------------------------------
 
@@ -25,9 +25,9 @@ Base.string(plt::Plot) = "Plot{$(plt.backend) n=$(plt.n)}"
 Base.print(io::IO, plt::Plot) = print(io, string(plt))
 Base.show(io::IO, plt::Plot) = print(io, string(plt))
 
-@noinline getplot(plt::Plot) = plt
-@noinline getattr(plt::Plot, idx::Int = 1) = plt.attr
-@noinline convertSeriesIndex(plt::Plot, n::Int) = n
+getplot(plt::Plot) = plt
+getattr(plt::Plot, idx::Int = 1) = plt.attr
+convertSeriesIndex(plt::Plot, n::Int) = n
 
 # ---------------------------------------------------------
 
@@ -50,10 +50,11 @@ function plot(args...; kw...)
     # this creates a new plot with args/kw and sets it to be the current plot
     plotattributes = KW(kw)
     preprocessArgs!(plotattributes)
+
     # create an empty Plot then process
     plt = Plot()
     # plt.user_attr = plotattributes
-    _plot!(plt, plotattributes, Any[args...])
+    _plot!(plt, plotattributes, args)
 end
 
 # build a new plot from existing plots
@@ -154,7 +155,7 @@ function plot!(plt::Plot, args...; kw...)
     plotattributes = KW(kw)
     preprocessArgs!(plotattributes)
     # merge!(plt.user_attr, plotattributes)
-    _plot!(plt, plotattributes, Any[args...])
+    _plot!(plt, plotattributes, args)
 end
 
 # -------------------------------------------------------------------------------
@@ -162,10 +163,9 @@ end
 # this is the core plotting function.  recursively apply recipes to build
 # a list of series KW dicts.
 # note: at entry, we only have those preprocessed args which were passed in... no default values yet
-function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
+function _plot!(plt::Plot, plotattributes::KW, args::Tuple)
     plotattributes[:plot_object] = plt
 
-
     if !isempty(args) && !isdefined(Main, :StatsPlots) &&
             first(split(string(typeof(args[1])), ".")) == "DataFrames"
         @warn("You're trying to plot a DataFrame, but this functionality is provided by StatsPlots")
@@ -175,7 +175,6 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
     # "USER RECIPES"
     # --------------------------------
 
-    # 1 second
     kw_list = _process_userrecipes(plt, plotattributes, args)
 
     # @info(1)
@@ -190,7 +189,6 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
     # the plot layout is created, which allows for setting layouts and other plot-wide attributes.
     # we get inputs which have been fully processed by "user recipes" and "type recipes",
     # so we can expect standard vectors, surfaces, etc.  No defaults have been set yet.
-
     still_to_process = kw_list
     kw_list = KW[]
     while !isempty(still_to_process)
@@ -204,11 +202,7 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
     # --------------------------------
     # Plot/Subplot/Layout setup
     # --------------------------------
-
-    # 2.5 seconds
     _plot_setup(plt, plotattributes, kw_list)
-
-    # 6 seconds
     _subplot_setup(plt, plotattributes, kw_list)
 
     # !!! note: At this point, kw_list is fully decomposed into individual series... one KW per series.          !!!
@@ -222,7 +216,7 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
     # map(DD, kw_list)
 
     for kw in kw_list
-        sp::Subplot{T} = kw[:subplot]
+        sp::Subplot = kw[:subplot]
         # idx = get_subplot_index(plt, sp)
 
         # # we update subplot args in case something like the color palatte is part of the recipe
@@ -239,9 +233,9 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
         # be able to support step, bar, and histogram plots (and any recipes that use those components).
         _process_seriesrecipe(plt, kw)
     end
+
     # --------------------------------
 
-    # 7 seconds
     current(plt)
 
     # do we want to force display?
@@ -249,14 +243,14 @@ function _plot!(plt::Plot{T}, plotattributes::KW, args::Vector{Any}) where {T}
     #     gui(plt)
     # end
     _do_plot_show(plt, plt[:show])
+
     plt
 end
 
 
 # we're getting ready to display/output.  prep for layout calcs, then update
 # the plot object after
-@noinline function prepare_output(plt::Plot)
-
+function prepare_output(plt::Plot)
     _before_layout_calcs(plt)
 
     w, h = plt.attr[:size]
@@ -277,10 +271,9 @@ end
 
     # the backend callback, to reposition subplots, etc
     _update_plot_object(plt)
-
 end
 
-@noinline function backend_object(plt::Plot)
+function backend_object(plt::Plot)
     prepare_output(plt)
     plt.o
 end

src/precompile.jl

@@ -1,3 +1,854 @@
 function _precompile_()
     ccall(:jl_generating_output, Cint, ()) == 1 || return nothing
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Subplot{Plots.GRBackend}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.pie_labels), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.preprocessArgs!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Subplot{Plots.GRBackend}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots.replaceAlias!), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.preprocessArgs!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{T, 1} where T, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.straightline_data), Tuple{Int64, Int64}, Tuple{Float64, Float64}, Array{Float64, 1}, Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.convert_to_polar), Array{Float64, 1}, Array{Float64, 1}, Tuple{Int64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.nanappend!), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Plots.Shape})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.recompute_lengths), Array{Measures.Measure, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots._heatmap_edges), Array{Float64, 1}, Bool})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{Any, 1}}})
+    precompile(Tuple{typeof(Plots._preprocess_binlike), Base.Dict{Symbol, Any}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.__init__)})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Tuple{Array{Float64, 1}, Array{String, 1}}})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.iscontour), Plots.Series})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_subplots), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.axis_drawing_info), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots.showaxis), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.default), Symbol})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, Plots.Shape})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_xaxis_height), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_cmap), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_linecolor), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots._scale_adjusted_values), Type{Float64}, Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.isijulia)})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64, Array{Plots.Plot{T} where T<:RecipesBase.AbstractBackend, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Base.StepRange{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Series})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_viewport_from_bbox), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_legend_pos), Plots.Subplot{Plots.GRBackend}, Float64, Float64})
+    precompile(Tuple{typeof(Plots._plots_defaults)})
+    precompile(Tuple{typeof(Plots.gr_draw_colorbar), Plots.GRColorbar, Plots.Subplot{Plots.GRBackend}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.default_should_widen), Plots.Axis})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.gr_polaraxes), Int64, Float64, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_viewport_from_bbox), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}, Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Tuple{Int64, Int64}, Symbol})
+    precompile(Tuple{typeof(Plots._backend_instance), Symbol})
+    precompile(Tuple{typeof(Plots.has_attribute_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots.hasgrid), Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    precompile(Tuple{typeof(Plots.get_markercolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText, Plots.Font})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{T, 1} where T, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.backend), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Symbol})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Char})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Symbol, 1}, String})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Int64, 1}, String})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation})
+    precompile(Tuple{typeof(Plots.shape_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Float64})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Nothing, 1}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, 1}, String})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._bin_centers), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.addExtension), String, String})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, String, Symbol})
+    precompile(Tuple{typeof(Plots.create_grid), Symbol})
+    precompile(Tuple{typeof(Plots.getxy), Plots.Plot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.gr_display), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Plots.Spy}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.make_steps), Base.UnitRange{Int64}, Symbol})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_get_color), Plots.Series})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_xy), Plots.OHLC{Float64}, Int64, Float64})
+    precompile(Tuple{typeof(Plots._cbar_unique), Array{PlotUtils.ColorGradient, 1}, String})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Function, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Array{Float64, 1}, 1}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.wand_edges), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._series_index), Base.Dict{Symbol, Any}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_args), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy}})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol, Bool, Bool})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots.unzip), Array{Tuple{Float64, Float64, Float64}, 1}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.command_idx), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{Any, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Int64}, 1}})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Base.LinRange{Float64}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Measures.Length{:mm, Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Plots.GroupBy, Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    precompile(Tuple{typeof(Plots._plot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots._update_subplot_periphery), Plots.Subplot{Plots.GRBackend}, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.autopick_ignore_none_auto), Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Base.Missing})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int64})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Int64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_line), Float64, Symbol, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.make_fillrange_side), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots._add_defaults!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Series})
+    precompile(Tuple{typeof(Plots._hist_edges), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.make_steps), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.filter_data), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._binbarlike_baseline), Float64, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.colorbar_style), Plots.Series})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.make_fillrange_from_ribbon), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_scale_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.isvertical), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots.right), Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.supported_markers)})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, String})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._add_markershape), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.supported_styles)})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.gr_fill_viewport), Array{Float64, 1}, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots._process_seriesrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.warnOnUnsupported_scales), Plots.GRBackend, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{Function, 1}})
+    precompile(Tuple{typeof(Plots.get_xy), Array{Plots.OHLC{T} where T<:Real, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.gr_text), Float64, Float64, String})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.like_histogram), Symbol})
+    precompile(Tuple{typeof(Plots.compute_gridsize), Int64, Int64, Int64})
+    precompile(Tuple{typeof(Plots._process_plotrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.get_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_viewport_polar)})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.all3D), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.make_fillrange_side), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.process_axis_arg!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Float64, Symbol})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Float64, Float64, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{ColorTypes.RGBA{Float64}, 2}, Int64})
+    precompile(Tuple{typeof(Plots.should_add_to_legend), Plots.Series})
+    precompile(Tuple{typeof(Plots.reset_extrema!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Shape})
+    precompile(Tuple{typeof(Plots.is3d), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Float64, Float64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_yaxis_width), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Nothing, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Measures.Length{:mm, Float64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.transpose_z), Plots.Series, Array{Float64, 2}, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Float64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, String, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{Any, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.xlims), Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.create_grid_curly), Expr})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{String, 2}, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._update_min_padding!), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg), Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.gr_yaxis_width), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.extendSeriesData), Array{Float64, 1}, Float64})
+    precompile(Tuple{typeof(Plots.is_style_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Tuple{Int64, Int64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots._replace_linewidth), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._pick_default_backend)})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.ignorenan_minimum), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots._add_errorbar_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.filter_data), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.convert_sci_unicode), String})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Int64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Nothing, Int64, Bool})
+    precompile(Tuple{typeof(Plots._get_defaults), Symbol})
+    precompile(Tuple{typeof(Plots.gr_inqtext), Int64, Int64, String})
+    precompile(Tuple{typeof(Plots.gr_set_fillcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, typeof(identity)})
+    precompile(Tuple{typeof(Plots.gr_set_fill), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.fakedata), Int64, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Float64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, String, Int64, Bool})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Bool, Int64, Bool})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Measures.Length{:mm, Float64}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Int64, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Symbol, Int64, Bool})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Int32, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_marker), Int64, Float64, Float64, Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Array{Any, 1}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.slice_arg!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.GridLayout})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_set_textcolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.like_surface), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots._process_plotrecipe), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._plot!), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._cycle), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots.series_annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Symbol})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Nothing, Nothing})
+    precompile(Tuple{typeof(Plots.gr_text_size), String})
+    precompile(Tuple{typeof(Plots.backend), Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_markercolor), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.update_inset_bboxes!), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_set_yticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.iter_segments), Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Int64})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_minor_ticks), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots.straightline_data), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.is3d), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.arrow), Int64})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.setxy!), Plots.Plot{Plots.GRBackend}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Array{Float64, 1}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._update_series_attributes!), Base.Dict{Symbol, Any}, Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Axis, Plots.Axis})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    precompile(Tuple{typeof(Plots.bbox!), Plots.GridLayout, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots._preprocess_userrecipe), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Plots.Stroke})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    precompile(Tuple{typeof(Plots.autopick), Array{ColorTypes.RGBA{Float64}, 1}, Int64})
+    precompile(Tuple{typeof(Plots.wrap_surfaces), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Int64, Int64})
+    precompile(Tuple{typeof(Plots.filter_data!), Base.Dict{Symbol, Any}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.legendfont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.ensure_gradient!), Base.Dict{Symbol, Any}, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots.layout_args), Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Base.UnitRange{Int64}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Any, 1}, Int64})
+    precompile(Tuple{typeof(Plots.gr_get_ticks_size), Tuple{Array{Float64, 1}, Array{String, 1}}, Int64})
+    precompile(Tuple{typeof(Plots.rowsize), Expr})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Tuple{Base.LinRange{Float64}, Base.LinRange{Float64}}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.is_attr_supported), Plots.GRBackend, Symbol})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.inline), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Plots.Subplot{T} where T<:RecipesBase.AbstractBackend, 1}, Int64})
+    precompile(Tuple{typeof(Plots.build_layout), Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{String, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_markerstrokecolor), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._update_clims), Float64, Float64, Float64, Float64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._cycle), Array{String, 1}, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}})
+    precompile(Tuple{typeof(Plots.color_or_nothing!), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.fg_color), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._override_seriestype_check), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.get_series_color), Int64, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.Spy}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:markersize, :c), Tuple{Int64, Symbol}}, typeof(Plots.scatter!), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Axis, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Union{Base.Missing, Float64}, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Float64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    isdefined(Plots, Symbol("#heatmap##kw")) && precompile(Tuple{getfield(Plots, Symbol("#heatmap##kw")), NamedTuple{(:aspect_ratio,), Tuple{Int64}}, typeof(Plots.heatmap), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{Float64, 1}, Nothing})
+    isdefined(Plots, Symbol("#portfoliocomposition##kw")) && precompile(Tuple{getfield(Plots, Symbol("#portfoliocomposition##kw")), NamedTuple{(:labels,), Tuple{Array{String, 2}}}, typeof(Plots.portfoliocomposition), Array{Float64, 2}, Int})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{Int64, 1}, Int64})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.tovec), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots.get_series_color), ColorTypes.RGBA{Float64}, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    isdefined(Plots, Symbol("#gr_set_font##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_set_font##kw")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots._expand_seriestype_array), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), NamedTuple{(:framestyle, :title, :color, :layout, :label, :markerstrokewidth, :ticks), Tuple{Array{Symbol, 2}, Array{String, 2}, Base.ReshapedArray{Int64, 2, Base.UnitRange{Int64}, Tuple{}}, Int64, String, Int64, Base.UnitRange{Int64}}}, typeof(Plots.scatter), Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._show), Base.IOStream, Base.Multimedia.MIME{Symbol("image/png")}, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._update_subplot_args), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Int64, Bool})
+    precompile(Tuple{typeof(Plots.xlims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Array{Symbol, 2}, Int64})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRange{Int64, Int64}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Float64, 1}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Bool})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{String, 1}, Array{String, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.process_ribbon), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
+    precompile(Tuple{typeof(Plots._subplot_setup), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Array{Base.Dict{Symbol, Any}, 1}})
+    precompile(Tuple{typeof(Plots.layout_args), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.process_fillrange), Int64, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}})
+    precompile(Tuple{typeof(Plots._update_axis_links), Plots.Plot{Plots.GRBackend}, Plots.Axis, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.get_markeralpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.legendtitlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Int64})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Plots.Shape})
+    precompile(Tuple{typeof(Plots.gr_colorbar_colors), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.iter_segments), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.get_markerstrokealpha), Plots.Series, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{}})
+    precompile(Tuple{typeof(Plots._hist_edge), Tuple{Array{Float64, 1}}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots.xgrid!), Plots.Plot{Plots.GRBackend}, Symbol, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{String, 1}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots.get_series_color), PlotUtils.ColorGradient, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Plots.Surface{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, typeof(identity), Nothing})
+    isdefined(Plots, Symbol("#gr_set_font##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_set_font##kw")), NamedTuple{(:halign, :valign, :rotation), Tuple{Symbol, Symbol, Int64}}, typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.yaxis!), String, Symbol})
+    precompile(Tuple{typeof(Plots.ignorenan_maximum), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._update_plot_args), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:zcolor, :m, :ms, :lab), Tuple{Array{Float64, 1}, Tuple{Symbol, Float64, Plots.Stroke}, Array{Float64, 1}, String}}, typeof(Plots.scatter!), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.ignorenan_minimum), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.extractGroupArgs), Array{String, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.plotarea!), Plots.GridLayout, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, ColorTypes.RGBA{Float64}, Symbol})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots.text), String, Symbol, Int64, Int})
+    precompile(Tuple{typeof(Plots.font), Int64, Int})
+    precompile(Tuple{typeof(Plots.ispolar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.processGridArg!), Base.Dict{Symbol, Any}, Bool, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.font), Symbol, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.Spy}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._update_axis_colors), Plots.Axis})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int})
+    precompile(Tuple{typeof(Plots.bottom), Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    isdefined(Plots, Symbol("#pie##kw")) && precompile(Tuple{getfield(Plots, Symbol("#pie##kw")), NamedTuple{(:title, :l), Tuple{String, Float64}}, typeof(Plots.pie), Array{String, 1}, Int})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Bool})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Array{Float64, 1}})
+    isdefined(Plots, Symbol("#@layout")) && precompile(Tuple{getfield(Plots, Symbol("#@layout")), LineNumberNode, Module, Expr})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_barlike), Base.Dict{Symbol, Any}, Base.UnitRange{Int64}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Nothing, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.gr_contour_levels), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.aliasesAndAutopick), Base.Dict{Symbol, Any}, Symbol, Base.Dict{Symbol, Symbol}, Array{Symbol, 1}, Int64})
+    precompile(Tuple{typeof(Plots._apply_type_recipe), Base.Dict{Symbol, Any}, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.process_fillrange), Nothing, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.bbox!), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots.process_ribbon), typeof(identity), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._add_the_series), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#histogram2d##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram2d##kw")), NamedTuple{(:nbins,), Tuple{Int64}}, typeof(Plots.histogram2d), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Array{Float64, 1}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._prepare_subplot), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.gr_text_size), String, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    isdefined(Plots, Symbol("#hline!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#hline!##kw")), NamedTuple{(:line,), Tuple{Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}}}, typeof(Plots.hline!), Array{Float64, 2}})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Plots.Shape, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.labelfunc), Symbol, Plots.GRBackend})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Union{Base.Missing, Int64}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.UnitRange{Int64}, Int64})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(identity), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.annotate!), Array{Tuple{Int64, Float64, Plots.PlotText}, 1}})
+    precompile(Tuple{typeof(Plots.is_seriestype_supported), Symbol})
+    precompile(Tuple{typeof(Plots.widen), Float64, Float64, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_xticks_font), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.plotarea!), Plots.Subplot{Plots.GRBackend}, Measures.BoundingBox{Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}, Tuple{Measures.Length{:mm, Float64}, Measures.Length{:mm, Float64}}}})
+    precompile(Tuple{typeof(Plots._cycle), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_lims), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Bool, Nothing})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.UnitRange{Int64}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Float64, 2}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.is_marker_supported), Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Base.Complex{Float64}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#contour##kw")) && precompile(Tuple{getfield(Plots, Symbol("#contour##kw")), NamedTuple{(:fill,), Tuple{Bool}}, typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.processLineArg), Base.Dict{Symbol, Any}, Int64})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.vline!), Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.wraptuple), Int64})
+    precompile(Tuple{typeof(Plots.text), String, Int64, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.title!), String})
+    precompile(Tuple{typeof(Plots._filter_input_data!), Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._cycle), Array{Float64, 1}, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.attr), Plots.EmptyLayout, Symbol, Symbol})
+    precompile(Tuple{typeof(Plots._display), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.frame), Plots.Animation, Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Base.UnitRange{Int64}, Array{Float64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_update_colorbar!), Plots.GRColorbar, Plots.Series})
+    precompile(Tuple{typeof(Plots.titlefont), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{typeof(Base.log), Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_gradient), Plots.Series})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Base.UnitRange{Int64}})
+    precompile(Tuple{typeof(Plots._prepare_annotations), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.process_ribbon), Nothing, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.slice_arg), Tuple{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{String, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#scatter##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter##kw")), NamedTuple{(:m, :lab, :bg, :xlim, :ylim), Tuple{Tuple{Int64, Symbol}, Array{String, 2}, Symbol, Tuple{Int64, Int64}, Tuple{Int64, Int64}}}, typeof(Plots.scatter), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.tickfont), Plots.Axis})
+    precompile(Tuple{typeof(Plots.series_annotations_shapes!), Plots.Series, Symbol})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    isdefined(Plots, Symbol("#scatter!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#scatter!##kw")), NamedTuple{(:marker, :series_annotations), Tuple{Tuple{Int64, Float64, Symbol}, Array{Any, 1}}}, typeof(Plots.scatter!), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots.convertToAnyVector), Array{Function, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots.rightpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.compute_xyz), Array{Float64, 1}, Array{Float64, 1}, Nothing})
+    precompile(Tuple{typeof(Plots.iter_segments), Plots.Series})
+    precompile(Tuple{typeof(Plots.allAlphas), Int64})
+    precompile(Tuple{typeof(Plots.gui), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._add_smooth_kw), Array{Base.Dict{Symbol, Any}, 1}, Base.Dict{Symbol, Any}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.GridLayout, Symbol})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.ylims), Int64})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{Float64, 1}, 1}, Array{Array{Float64, 1}, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}, Array{Float64, 2}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), ColorTypes.RGBA{Float64}, Int64})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Function, 1}, Int64}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Plots.PortfolioComposition}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Array{Int64, 1}, Array{Int64, 1}, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.gr_set_transparency), ColorTypes.RGBA{Float64}, Nothing})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}, Base.UnitRange{Int64}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Base.StepRange{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.allStyles), Int64})
+    precompile(Tuple{typeof(Plots.get_clims), Plots.Subplot{Plots.GRBackend}, Plots.Series})
+    precompile(Tuple{typeof(Plots.layout_args), Int64})
+    precompile(Tuple{typeof(Plots.locate_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Plots.OHLC{T} where T<:Real, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.contour), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Int})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Array{T, 1} where T, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.png), Plots.Plot{Plots.GRBackend}, String})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.guidefont), Plots.Axis})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.bottompad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._update_subplot_colors), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots._preprocess_args), Base.Dict{Symbol, Any}, Tuple{Array{Int64, 1}}, Array{RecipesBase.RecipeData, 1}})
+    precompile(Tuple{typeof(Plots.create_grid_vcat), Expr})
+    precompile(Tuple{typeof(Plots.toppad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{String, 1}})
+    precompile(Tuple{typeof(Plots.slice_arg), Int64, Int64})
+    precompile(Tuple{typeof(Plots.trueOrAllTrue), typeof(Plots.is3d), Symbol})
+    precompile(Tuple{typeof(Plots.gr_draw_markers), Plots.Series, Float64, Float64, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.discrete_value!), Plots.Axis, Array{Union{Base.Missing, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.processMarkerArg), Base.Dict{Symbol, Any}, Float64})
+    precompile(Tuple{typeof(Plots.slice_arg), Base.StepRange{Int64, Int64}, Int64})
+    precompile(Tuple{typeof(Plots.rowsize), Symbol})
+    precompile(Tuple{typeof(Plots.ylims), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.optimal_ticks_and_labels), Plots.Subplot{Plots.GRBackend}, Plots.Axis, Nothing})
+    precompile(Tuple{typeof(Plots.wraptuple), Plots.SeriesAnnotations})
+    precompile(Tuple{typeof(Plots.wraptuple), Bool})
+    precompile(Tuple{typeof(Plots._transform_ticks), Nothing})
+    precompile(Tuple{typeof(Plots.make_steps), Nothing, Symbol})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.GridLayout, Int64})
+    precompile(Tuple{typeof(Plots.supported_markers), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.slice_arg), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.gr_set_font), Plots.Font})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, ColorTypes.RGB{Float64}, Int64})
+    precompile(Tuple{typeof(Plots.leftpad), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.convertLegendValue), Bool})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, String, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots.supported_styles), Plots.GRBackend})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Int64, Symbol, Float64}})
+    precompile(Tuple{typeof(Plots.stroke), Int64, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Symbol, Symbol, Int64, Float64}})
+    precompile(Tuple{typeof(Plots.add_layout_pct!), Base.Dict{Symbol, Any}, Expr, Int64, Int64})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Float64})
+    precompile(Tuple{typeof(Plots.create_grid), Expr})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Float64, Int64})
+    precompile(Tuple{typeof(Plots.calc_num_subplots), Plots.EmptyLayout})
+    precompile(Tuple{typeof(Plots._replace_markershape), Plots.Shape})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol}})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 2}}})
+    precompile(Tuple{typeof(Plots.nobigs), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.slice_arg), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.get_linewidth), Plots.Series})
+    precompile(Tuple{typeof(Plots.slice_arg), String, Int64})
+    precompile(Tuple{typeof(Plots.gr_polyline), Array{Float64, 1}, Array{Float64, 1}, typeof(identity)})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol}})
+    precompile(Tuple{typeof(Plots._cycle), Int64, Int64})
+    precompile(Tuple{typeof(Plots.filter_data), Nothing, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.process_annotation), Plots.Subplot{Plots.GRBackend}, Int64, Float64, Plots.PlotText})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Float64, Symbol, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.get_linestyle), Plots.Series})
+    precompile(Tuple{typeof(Plots._expand_subplot_extrema), Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Symbol, Int64})
+    precompile(Tuple{typeof(Plots.get_fillalpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.font), String, Int})
+    precompile(Tuple{typeof(Plots.get_series_color), Symbol, Plots.Subplot{Plots.GRBackend}, Int64, Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Symbol, 2}, Int64, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.get_linealpha), Plots.Series})
+    precompile(Tuple{typeof(Plots.slice_arg), Float64, Int64})
+    precompile(Tuple{typeof(Plots._process_userrecipes), Plots.Plot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.replaceAliases!), Base.Dict{Symbol, Any}, Base.Dict{Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Tuple{Int64, Int64}, Base.StepRange{Int64, Int64}, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.is_2tuple), Symbol})
+    precompile(Tuple{typeof(Plots._cycle), Plots.Shape, Int64})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Symbol}})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.Subplot{Plots.GRBackend}, Array{Measures.Length{:mm, Float64}, 1}})
+    precompile(Tuple{typeof(Plots.wraptuple), Nothing})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Array{Float64, 1}, Array{Float64, 1}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Float64, Plots.Stroke}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Float64, Array{Symbol, 2}}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Int64, Symbol, Symbol}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Symbol, Int64}})
+    precompile(Tuple{typeof(Plots._cycle), Nothing, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots._replace_markershape), Array{Symbol, 2}})
+    precompile(Tuple{typeof(Plots.allReals), Int64})
+    precompile(Tuple{typeof(Plots.get_subplot), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{}})
+    precompile(Tuple{typeof(Plots._transform_ticks), Symbol})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{String, Symbol}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.slice_arg), Bool, Int64})
+    precompile(Tuple{typeof(Plots.prepare_output), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Plots.Plot{Plots.GRBackend}, Int64})
+    precompile(Tuple{typeof(Plots._create_backend_figure), Plots.Plot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.text), String, Symbol})
+    precompile(Tuple{typeof(Plots.bar), Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.annotations), Array{Any, 1}})
+    precompile(Tuple{typeof(Plots._do_plot_show), Plots.Plot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Int64, Int64})
+    precompile(Tuple{typeof(Plots.link_axes!), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.expand_extrema!), Plots.Axis, Array{Int64, 1}})
+    precompile(Tuple{typeof(Plots.series_annotations), Plots.SeriesAnnotations})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Float64, Array{Symbol, 2}, Int64}})
+    precompile(Tuple{typeof(Plots.wraptuple), Tuple{Plots.Shape, Int64, ColorTypes.RGBA{Float64}}})
+    precompile(Tuple{typeof(Plots._update_axis), Plots.Plot{Plots.GRBackend}, Plots.Subplot{Plots.GRBackend}, Base.Dict{Symbol, Any}, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Float64, Int64})
+    precompile(Tuple{typeof(Plots.splittable_kw), Symbol, Symbol, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol, Bool})
+    precompile(Tuple{typeof(Plots.gr_set_line), Int64, Symbol, PlotUtils.ColorGradient})
+    precompile(Tuple{typeof(Plots.link_axes!), Array{RecipesBase.AbstractLayout, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.build_layout), Base.Dict{Symbol, Any}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :lims), Tuple{Bool, Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_axis), Plots.Subplot{Plots.GRBackend}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:foreground_color_grid, :grid, :gridalpha, :gridstyle, :gridlinewidth), Tuple{ColorTypes.RGBA{Float64}, Bool, Float64, Symbol, Int64}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#histogram##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram##kw")), NamedTuple{(:bins, :weights), Tuple{Symbol, Array{Int64, 1}}}, typeof(Plots.histogram), Array{Float64, 1}})
+    isdefined(Plots, Symbol("#histogram2d##kw")) && precompile(Tuple{getfield(Plots, Symbol("#histogram2d##kw")), NamedTuple{(:nbins, :show_empty_bins, :normed, :aspect_ratio), Tuple{Tuple{Int64, Int64}, Bool, Bool, Int64}}, typeof(Plots.histogram2d), Array{Base.Complex{Float64}, 1}})
+    precompile(Tuple{typeof(Plots.series_annotations), Nothing})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Array{Int64, 1}, Array{Float64, 1}})
+    precompile(Tuple{typeof(Plots.ohlc), Array{Plots.OHLC{T} where T<:Real, 1}})
+    isdefined(Plots, Symbol("#gr_polyline##kw")) && precompile(Tuple{getfield(Plots, Symbol("#gr_polyline##kw")), NamedTuple{(:arrowside, :arrowstyle), Tuple{Symbol, Symbol}}, typeof(Plots.gr_polyline), Base.UnitRange{Int64}, Array{Float64, 1}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :lims, :flip), Tuple{Bool, Tuple{Int64, Int64}, Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Base.UnitRange{Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.update_child_bboxes!), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Float64}}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims, :flip, :ticks, :guide), Tuple{Tuple{Int64, Int64}, Bool, Base.StepRange{Int64, Int64}, String}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.processFillArg), Base.Dict{Symbol, Any}, Symbol})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:rotation,), Tuple{Int64}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.handleColors!), Base.Dict{Symbol, Any}, Array{Symbol, 2}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:lims,), Tuple{Tuple{Int64, Int64}}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.prepareSeriesData), Array{Union{Base.Missing, Number}, 1}})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid, :ticks), Tuple{Bool, Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:guide,), Tuple{String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:grid,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots._process_userrecipe), Plots.Plot{Plots.GRBackend}, Array{Base.Dict{Symbol, Any}, 1}, RecipesBase.RecipeData})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Tuple{Int64, Int64}})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:scale, :guide), Tuple{Symbol, String}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#test_examples##kw")) && precompile(Tuple{getfield(Plots, Symbol("#test_examples##kw")), NamedTuple{(:disp,), Tuple{Bool}}, typeof(Plots.test_examples), Symbol})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:flip,), Tuple{Bool}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Array{Int64, 1}}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}}, Symbol})
+    precompile(Tuple{typeof(Plots.axis_limits), Plots.Subplot{Plots.GRBackend}, Symbol})
+    precompile(Tuple{typeof(Plots.ignorenan_extrema), Plots.Axis})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.layout_args), Plots.GridLayout})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:ticks,), Tuple{Nothing}}, typeof(Plots.attr!), Plots.Axis})
+    isdefined(Plots, Symbol("#_make_hist##kw")) && precompile(Tuple{getfield(Plots, Symbol("#_make_hist##kw")), NamedTuple{(:normed, :weights), Tuple{Bool, Nothing}}, typeof(Plots._make_hist), Tuple{Array{Float64, 1}, Array{Float64, 1}}, Int64})
+    isdefined(Plots, Symbol("#attr!##kw")) && precompile(Tuple{getfield(Plots, Symbol("#attr!##kw")), NamedTuple{(:formatter,), Tuple{Symbol}}, typeof(Plots.attr!), Plots.Axis})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Array{Float64, 1}, Symbol})
+    precompile(Tuple{typeof(Plots.backend)})
+    precompile(Tuple{typeof(Plots.get_linecolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.hascolorbar), Plots.Subplot{Plots.GRBackend}})
+    precompile(Tuple{typeof(Plots.get_fillcolor), Plots.Series, Tuple{Float64, Float64}, Int64})
+    precompile(Tuple{typeof(Plots.heatmap_edges), Base.StepRangeLen{Float64, Base.TwicePrecision{Float64}, Base.TwicePrecision{Float64}}, Symbol})
+    precompile(Tuple{typeof(Plots.allStyles), Symbol})
 end

src/recipes.jl

@@ -746,12 +746,14 @@ end
     edge_x, edge_y, weights = x, y, z.surf
 
     float_weights = float(weights)
-    if float_weights === weights
-        float_weights = deepcopy(float_weights)
-    end
-    for (i, c) in enumerate(float_weights)
-        if c == 0
-            float_weights[i] = NaN
+    if !plotattributes[:show_empty_bins]
+        if float_weights === weights
+            float_weights = deepcopy(float_weights)
+        end
+        for (i, c) in enumerate(float_weights)
+            if c == 0
+                float_weights[i] = NaN
+            end
         end
     end
 

src/series.jl

@@ -7,46 +7,62 @@
 # note: returns meta information... mainly for use with automatic labeling from DataFrames for now
 
 const FuncOrFuncs{F} = Union{F, Vector{F}, Matrix{F}}
-const DataPoint = Union{Number, AbstractString, Missing}
-const SeriesData = Union{AVec{<:DataPoint}, Function, Surface, Volume}
+const MaybeNumber = Union{Number, Missing}
+const MaybeString = Union{AbstractString, Missing}
+const DataPoint = Union{MaybeNumber, MaybeString}
 
 prepareSeriesData(x) = error("Cannot convert $(typeof(x)) to series data for plotting")
 prepareSeriesData(::Nothing) = nothing
-prepareSeriesData(s::SeriesData) = handlemissings(s)
-
-handlemissings(v) = v
-handlemissings(v::AbstractArray{Union{T,Missing}}) where T <: Number = replace(v, missing => NaN)
-handlemissings(v::AbstractArray{Union{T,Missing}}) where T <: AbstractString = replace(v, missing => "")
-handlemissings(s::Surface) = Surface(handlemissings(s.surf))
-handlemissings(v::Volume) = Volume(handlemissings(v.v), v.x_extents, v.y_extents, v.z_extents)
+prepareSeriesData(f::Function) = f
+prepareSeriesData(a::AbstractArray{<:MaybeNumber}) = replace!(
+                                    x -> ismissing(x) || isinf(x) ? NaN : x,
+                                    map(float,a))
+prepareSeriesData(a::AbstractArray{<:MaybeString}) = replace(x -> ismissing(x) ? "" : x, a)
+prepareSeriesData(s::Surface{<:AMat{<:MaybeNumber}}) = Surface(prepareSeriesData(s.surf))
+prepareSeriesData(s::Surface) = s  # non-numeric Surface, such as an image
+prepareSeriesData(v::Volume) = Volume(prepareSeriesData(v.v), v.x_extents, v.y_extents, v.z_extents)
 
 # default: assume x represents a single series
-convertToAnyVector(x) = Any[prepareSeriesData(x)]
+convertToAnyVector(x, plotattributes) = Any[prepareSeriesData(x)]
 
 # fixed number of blank series
-convertToAnyVector(n::Integer) = Any[zeros(0) for i in 1:n]
+convertToAnyVector(n::Integer, plotattributes) = Any[zeros(0) for i in 1:n]
 
 # vector of data points is a single series
-convertToAnyVector(v::AVec{<:DataPoint}) = Any[prepareSeriesData(v)]
+convertToAnyVector(v::AVec{<:DataPoint}, plotattributes) = Any[prepareSeriesData(v)]
 
 # list of things (maybe other vectors, functions, or something else)
-convertToAnyVector(v::AVec) = vcat((convertToAnyVector(vi) for vi in v)...)
+function convertToAnyVector(v::AVec, plotattributes)
+    if all(x -> x isa MaybeNumber, v)
+        convertToAnyVector(Vector{MaybeNumber}(v), plotattributes)
+    elseif all(x -> x isa MaybeString, v)
+        convertToAnyVector(Vector{MaybeString}(v), plotattributes)
+    else
+        vcat((convertToAnyVector(vi, plotattributes) for vi in v)...)
+    end
+end
 
 # Matrix is split into columns
-convertToAnyVector(v::AMat{<:DataPoint}) = Any[prepareSeriesData(v[:,i]) for i in 1:size(v,2)]
+function convertToAnyVector(v::AMat{<:DataPoint}, plotattributes)
+    if all3D(plotattributes)
+        Any[prepareSeriesData(Surface(v))]
+    else
+        Any[prepareSeriesData(v[:, i]) for i in 1:size(v, 2)]
+    end
+end
 
 # --------------------------------------------------------------------
 # Fillranges & ribbons
 
 
-process_fillrange(range::Number) = [range]
-process_fillrange(range) = convertToAnyVector(range)
+process_fillrange(range::Number, plotattributes) = [range]
+process_fillrange(range, plotattributes) = convertToAnyVector(range, plotattributes)
 
-process_ribbon(ribbon::Number) = [ribbon]
-process_ribbon(ribbon) = convertToAnyVector(ribbon)
+process_ribbon(ribbon::Number, plotattributes) = [ribbon]
+process_ribbon(ribbon, plotattributes) = convertToAnyVector(ribbon, plotattributes)
 # ribbon as a tuple: (lower_ribbons, upper_ribbons)
-process_ribbon(ribbon::Tuple{Any,Any}) = collect(zip(convertToAnyVector(ribbon[1]),
-                                                     convertToAnyVector(ribbon[2])))
+process_ribbon(ribbon::Tuple{Any,Any}, plotattributes) = collect(zip(convertToAnyVector(ribbon[1], plotattributes),
+                                                     convertToAnyVector(ribbon[2], plotattributes)))
 
 
 # --------------------------------------------------------------------
@@ -110,17 +126,17 @@ struct SliceIt end
         z = z.data
     end
 
-    xs = convertToAnyVector(x)
-    ys = convertToAnyVector(y)
-    zs = convertToAnyVector(z)
+    xs = convertToAnyVector(x, plotattributes)
+    ys = convertToAnyVector(y, plotattributes)
+    zs = convertToAnyVector(z, plotattributes)
 
 
     fr = pop!(plotattributes, :fillrange, nothing)
-    fillranges = process_fillrange(fr)
+    fillranges = process_fillrange(fr, plotattributes)
     mf = length(fillranges)
 
     rib = pop!(plotattributes, :ribbon, nothing)
-    ribbons = process_ribbon(rib)
+    ribbons = process_ribbon(rib, plotattributes)
     mr = length(ribbons)
 
     # @show zs
@@ -143,7 +159,7 @@ struct SliceIt end
             rib = ribbons[mod1(i,mr)]
             di[:ribbon] = isa(rib, Function) ? map(rib, di[:x]) : rib
 
-            push!(series_list, RecipeData(di, Any[]))
+            push!(series_list, RecipeData(di, ()))
         end
     end
     nothing  # don't add a series for the main block
@@ -363,12 +379,16 @@ end
 
 @recipe function f(f::FuncOrFuncs{F}) where F<:Function
     plt = plotattributes[:plot_object]
-    xmin, xmax = try
-        axis_limits(plt[1], :x)
-    catch
-        xinv = invscalefunc(get(plotattributes, :xscale, :identity))
-        xm = tryrange(f, xinv.([-5,-1,0,0.01]))
-        xm, tryrange(f, filter(x->x>xm, xinv.([5,1,0.99, 0, -0.01])))
+    xmin, xmax = if haskey(plotattributes, :xlims)
+        plotattributes[:xlims]
+    else
+        try
+            axis_limits(plt[1], :x)
+        catch
+            xinv = invscalefunc(get(plotattributes, :xscale, :identity))
+            xm = tryrange(f, xinv.([-5,-1,0,0.01]))
+            xm, tryrange(f, filter(x->x>xm, xinv.([5,1,0.99, 0, -0.01])))
+        end
     end
 
     f, xmin, xmax
@@ -499,20 +519,25 @@ end
 # # special handling... xmin/xmax with parametric function(s)
 @recipe function f(f::Function, xmin::Number, xmax::Number)
     xscale, yscale = [get(plotattributes, sym, :identity) for sym=(:xscale,:yscale)]
-    xs = _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
-    xs, f
+    _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
 end
 @recipe function f(fs::AbstractArray{F}, xmin::Number, xmax::Number) where F<:Function
     xscale, yscale = [get(plotattributes, sym, :identity) for sym=(:xscale,:yscale)]
-    xs = Any[_scaled_adapted_grid(f, xscale, yscale, xmin, xmax) for f in fs]
-    xs, fs
+    xs = Array{Any}(undef, length(fs))
+    ys = Array{Any}(undef, length(fs))
+    for (i, (x, y)) in enumerate(_scaled_adapted_grid(f, xscale, yscale, xmin, xmax) for f in fs)
+        xs[i] = x
+    	ys[i] = y
+    end
+    xs, ys
 end
 @recipe f(fx::FuncOrFuncs{F}, fy::FuncOrFuncs{G}, u::AVec) where {F<:Function,G<:Function}  = mapFuncOrFuncs(fx, u), mapFuncOrFuncs(fy, u)
 @recipe f(fx::FuncOrFuncs{F}, fy::FuncOrFuncs{G}, umin::Number, umax::Number, n = 200) where {F<:Function,G<:Function} = fx, fy, range(umin, stop = umax, length = n)
 
 function _scaled_adapted_grid(f, xscale, yscale, xmin, xmax)
     (xf, xinv), (yf, yinv) =  ((scalefunc(s),invscalefunc(s)) for s in (xscale,yscale))
-    xinv.(adapted_grid(yf∘f∘xinv, xf.((xmin, xmax))))
+    xs, ys = adapted_grid(yf∘f∘xinv, xf.((xmin, xmax)))
+    xinv.(xs), yinv.(ys)
 end
 
 #

src/types.jl

@@ -31,11 +31,11 @@ attr!(series::Series, v, k::Symbol) = (series.plotattributes[k] = v)
 
 # a single subplot
 mutable struct Subplot{T<:AbstractBackend} <: AbstractLayout
-    parent
+    parent::AbstractLayout
     series_list::Vector{Series}  # arguments for each series
-    minpad::Tuple{AbsoluteLength,AbsoluteLength,AbsoluteLength,AbsoluteLength} # leftpad, toppad, rightpad, bottompad
-    bbox#::BoundingBox  # the canvas area which is available to this subplot
-    plotarea#::BoundingBox  # the part where the data goes
+    minpad::Tuple # leftpad, toppad, rightpad, bottompad
+    bbox::BoundingBox  # the canvas area which is available to this subplot
+    plotarea::BoundingBox  # the part where the data goes
     attr::KW  # args specific to this subplot
     o  # can store backend-specific data... like a pyplot ax
     plt  # the enclosing Plot object (can't give it a type because of no forward declarations)
@@ -59,6 +59,10 @@ Extrema() = Extrema(Inf, -Inf)
 
 # -----------------------------------------------------------
 
+const SubplotMap = Dict{Any, Subplot}
+
+# -----------------------------------------------------------
+
 
 mutable struct Plot{T<:AbstractBackend} <: AbstractPlot{T}
     backend::T                   # the backend type
@@ -67,17 +71,17 @@ mutable struct Plot{T<:AbstractBackend} <: AbstractPlot{T}
     user_attr::KW                # raw arg inputs (after aliases).  these are used as the input dict in `_plot!`
     series_list::Vector{Series}  # arguments for each series
     o                            # the backend's plot object
-    subplots::Vector{Subplot{T}}
-    spmap::KW            # provide any label as a map to a subplot
-    layout
-    inset_subplots::Vector{Subplot{T}}  # list of inset subplots
+    subplots::Vector{Subplot}
+    spmap::SubplotMap            # provide any label as a map to a subplot
+    layout::AbstractLayout
+    inset_subplots::Vector{Subplot}  # list of inset subplots
     init::Bool
 end
 
-function Plot(_backend = CURRENT_BACKEND)
-    Plot(_backend.pkg, 0, KW(), KW(), Series[], nothing,
-         Subplot{typeof(_backend.pkg)}[], KW(), EmptyLayout(),
-         Subplot{typeof(_backend.pkg)}[], false)
+function Plot()
+    Plot(backend(), 0, KW(), KW(), Series[], nothing,
+         Subplot[], SubplotMap(), EmptyLayout(),
+         Subplot[], false)
 end
 
 # -----------------------------------------------------------------------

src/utils.jl

@@ -115,7 +115,6 @@ function regressionXY(x, y)
 end
 
 function replace_image_with_heatmap(z::Array{T}) where T<:Colorant
-    @show T, size(z)
     n, m = size(z)
     # idx = 0
     colors = ColorGradient(vec(z))
@@ -343,8 +342,11 @@ const _scale_base = Dict{Symbol, Real}(
     :ln => ℯ,
 )
 
-function _heatmap_edges(v::AVec)
+function _heatmap_edges(v::AVec, isedges::Bool = false)
   length(v) == 1 && return v[1] .+ [-0.5, 0.5]
+  if isedges return v end 
+  # `isedges = true` means that v is a vector which already describes edges 
+  # and does not need to be extended.
   vmin, vmax = ignorenan_extrema(v)
   extra_min = (v[2] - v[1]) / 2
   extra_max = (v[end] - v[end - 1]) / 2
@@ -352,9 +354,25 @@ function _heatmap_edges(v::AVec)
 end
 
 "create an (n+1) list of the outsides of heatmap rectangles"
-function heatmap_edges(v::AVec, scale::Symbol = :identity)
+function heatmap_edges(v::AVec, scale::Symbol = :identity, isedges::Bool = false)
   f, invf = scalefunc(scale), invscalefunc(scale)
-  map(invf, _heatmap_edges(map(f,v)))
+  map(invf, _heatmap_edges(map(f,v), isedges))
+end
+
+function heatmap_edges(x::AVec, xscale::Symbol, y::AVec, yscale::Symbol, z_size::Tuple{Int, Int})
+    nx, ny = length(x), length(y)
+    # ismidpoints = z_size == (ny, nx) # This fails some tests, but would actually be 
+    # the correct check, since (4, 3) != (3, 4) and a missleading plot is produced.
+    ismidpoints = prod(z_size) == (ny * nx) 
+    isedges = z_size == (ny - 1, nx - 1)
+    if !ismidpoints && !isedges
+        error("""Length of x & y does not match the size of z. 
+                Must be either `size(z) == (length(y), length(x))` (x & y define midpoints)
+                or `size(z) == (length(y)+1, length(x)+1))` (x & y define edges).""")
+    end
+    x, y = heatmap_edges(x, xscale, isedges), 
+           heatmap_edges(y, yscale, isedges)
+    return x, y
 end
 
 function convert_to_polar(theta, r, r_extrema = ignorenan_extrema(r))
@@ -524,14 +542,9 @@ zlims(sp_idx::Int = 1) = zlims(current(), sp_idx)
 
 function get_clims(sp::Subplot)
     zmin, zmax = Inf, -Inf
-    z_colored_series = (:contour, :contour3d, :heatmap, :histogram2d, :surface)
     for series in series_list(sp)
-        for vals in (series[:seriestype] in z_colored_series ? series[:z] : nothing, series[:line_z], series[:marker_z], series[:fill_z])
-            if (typeof(vals) <: AbstractSurface) && (eltype(vals.surf) <: Union{Missing, Real})
-                zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals.surf)...)
-            elseif (vals !== nothing) && (eltype(vals) <: Union{Missing, Real})
-                zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals)...)
-            end
+        if series[:colorbar_entry]
+            zmin, zmax = _update_clims(zmin, zmax, get_clims(series)...)
         end
     end
     clims = sp[:clims]
@@ -542,6 +555,33 @@ function get_clims(sp::Subplot)
     return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
 end
 
+function get_clims(sp::Subplot, series::Series)
+    zmin, zmax = if series[:colorbar_entry]
+        get_clims(sp)
+    else
+        get_clims(series)
+    end
+    clims = sp[:clims]
+    if is_2tuple(clims)
+        isfinite(clims[1]) && (zmin = clims[1])
+        isfinite(clims[2]) && (zmax = clims[2])
+    end
+    return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
+end
+
+function get_clims(series::Series)
+    zmin, zmax = Inf, -Inf
+    z_colored_series = (:contour, :contour3d, :heatmap, :histogram2d, :surface)
+    for vals in (series[:seriestype] in z_colored_series ? series[:z] : nothing, series[:line_z], series[:marker_z], series[:fill_z])
+        if (typeof(vals) <: AbstractSurface) && (eltype(vals.surf) <: Union{Missing, Real})
+            zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals.surf)...)
+        elseif (vals !== nothing) && (eltype(vals) <: Union{Missing, Real})
+            zmin, zmax = _update_clims(zmin, zmax, ignorenan_extrema(vals)...)
+        end
+    end
+    return zmin < zmax ? (zmin, zmax) : (-0.1, 0.1)
+end
+
 _update_clims(zmin, zmax, emin, emax) = min(zmin, emin), max(zmax, emax)
 
 @enum ColorbarStyle cbar_gradient cbar_fill cbar_lines
@@ -654,7 +694,7 @@ function has_attribute_segments(series::Series)
     end
     series[:seriestype] == :shape && return false
     # ... else we check relevant attributes if they have multiple inputs
-    return any((typeof(series[attr]) <: AbstractVector && length(series[attr]) > 1) for attr in [:seriescolor, :seriesalpha, :linecolor, :linealpha, :linewidth, :fillcolor, :fillalpha, :markercolor, :markeralpha, :markerstrokecolor, :markerstrokealpha]) || any(typeof(series[attr]) <: AbstractArray for attr in (:line_z, :fill_z, :marker_z))
+    return any((typeof(series[attr]) <: AbstractVector && length(series[attr]) > 1) for attr in [:seriescolor, :seriesalpha, :linecolor, :linealpha, :linewidth, :linestyle, :fillcolor, :fillalpha, :markercolor, :markeralpha, :markerstrokecolor, :markerstrokealpha]) || any(typeof(series[attr]) <: AbstractArray for attr in (:line_z, :fill_z, :marker_z))
 end
 
 # ---------------------------------------------------------------
@@ -1060,6 +1100,15 @@ legendfont(sp::Subplot) = font(
     sp[:legendfontcolor],
 )
 
+legendtitlefont(sp::Subplot) = font(
+    sp[:legendtitlefontfamily],
+    sp[:legendtitlefontsize],
+    sp[:legendtitlefontvalign],
+    sp[:legendtitlefonthalign],
+    sp[:legendtitlefontrotation],
+    sp[:legendtitlefontcolor],
+)
+
 tickfont(ax::Axis) = font(
     ax[:tickfontfamily],
     ax[:tickfontsize],
@@ -1106,20 +1155,20 @@ function convert_sci_unicode(label::AbstractString)
     label
 end
 
-function straightline_data(series)
+function straightline_data(series, expansion_factor = 1)
     sp = series[:subplot]
     xl, yl = isvertical(series) ? (xlims(sp), ylims(sp)) : (ylims(sp), xlims(sp))
     x, y = series[:x], series[:y]
     n = length(x)
     if n == 2
-        return straightline_data(xl, yl, x, y)
+        return straightline_data(xl, yl, x, y, expansion_factor)
     else
         k, r = divrem(n, 3)
         if r == 0
             xdata, ydata = fill(NaN, n), fill(NaN, n)
             for i in 1:k
                 inds = (3 * i - 2):(3 * i - 1)
-                xdata[inds], ydata[inds] = straightline_data(xl, yl, x[inds], y[inds])
+                xdata[inds], ydata[inds] = straightline_data(xl, yl, x[inds], y[inds], expansion_factor)
             end
             return xdata, ydata
         else
@@ -1128,7 +1177,7 @@ function straightline_data(series)
     end
 end
 
-function straightline_data(xl, yl, x, y)
+function straightline_data(xl, yl, x, y, expansion_factor = 1)
     x_vals, y_vals = if y[1] == y[2]
         if x[1] == x[2]
             error("Two identical points cannot be used to describe a straight line.")
@@ -1149,29 +1198,28 @@ function straightline_data(xl, yl, x, y)
     end
     # expand the data outside the axis limits, by a certain factor too improve
     # plotly(js) and interactive behaviour
-    factor = 100
-    x_vals = x_vals .+ (x_vals[2] - x_vals[1]) .* factor .* [-1, 1]
-    y_vals = y_vals .+ (y_vals[2] - y_vals[1]) .* factor .* [-1, 1]
+    x_vals = x_vals .+ (x_vals[2] - x_vals[1]) .* expansion_factor .* [-1, 1]
+    y_vals = y_vals .+ (y_vals[2] - y_vals[1]) .* expansion_factor .* [-1, 1]
     return x_vals, y_vals
 end
 
-function shape_data(series)
+function shape_data(series, expansion_factor = 1)
     sp = series[:subplot]
     xl, yl = isvertical(series) ? (xlims(sp), ylims(sp)) : (ylims(sp), xlims(sp))
     x, y = series[:x], series[:y]
     factor = 100
     for i in eachindex(x)
         if x[i] == -Inf
-            x[i] = xl[1] - factor * (xl[2] - xl[1])
+            x[i] = xl[1] - expansion_factor * (xl[2] - xl[1])
         elseif x[i] == Inf
-            x[i] = xl[2] + factor * (xl[2] - xl[1])
+            x[i] = xl[2] + expansion_factor * (xl[2] - xl[1])
         end
     end
     for i in eachindex(y)
         if y[i] == -Inf
-            y[i] = yl[1] - factor * (yl[2] - yl[1])
+            y[i] = yl[1] - expansion_factor * (yl[2] - yl[1])
         elseif y[i] == Inf
-            y[i] = yl[2] + factor * (yl[2] - yl[1])
+            y[i] = yl[2] + expansion_factor * (yl[2] - yl[1])
         end
     end
     return x, y

test/imgcomp.jl

@@ -1,34 +1,6 @@
 import Plots._current_plots_version
 
-# Taken from MakieGallery
-"""
-Downloads the reference images from ReferenceImages for a specific version
-"""
-function download_reference(version = v"0.0.1")
-    download_dir = abspath(@__DIR__, "reference_images")
-    isdir(download_dir) || mkpath(download_dir)
-    tarfile = joinpath(download_dir, "reference_images.zip")
-    url = "https://github.com/JuliaPlots/PlotReferenceImages.jl/archive/v$(version).tar.gz"
-    refpath = joinpath(download_dir, "PlotReferenceImages.jl-$(version)")
-    if !isdir(refpath) # if not yet downloaded
-        @info "downloading reference images for version $version"
-        download(url, tarfile)
-        BinaryProvider.unpack(tarfile, download_dir)
-        # check again after download
-        if !isdir(refpath)
-            error("Something went wrong while downloading reference images. Plots can't be compared to references")
-        else
-            rm(tarfile, force = true)
-        end
-    else
-        @info "using reference images for version $version (already downloaded)"
-    end
-    refpath
-end
-
-const ref_image_dir = download_reference()
-
-function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = isinteractive(), sigma = [1,1], tol = 1e-2)
+function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = !is_ci(), sigma = [1,1], tol = 1e-2)
     Plots._debugMode.on = debug
     example = Plots._examples[idx]
     Plots.theme(:default)
@@ -39,36 +11,9 @@ function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = is
     # ensure consistent results
     Random.seed!(1234)
 
-    # reference image directory setup
-    refdir = joinpath(ref_image_dir, "Plots", string(pkg))
     fn = "ref$idx.png"
-
-    # firgure out version info
-    vns = filter(x->x[1] != '.', readdir(refdir))
-    versions = sort(VersionNumber.(vns), rev = true)
-    versions = filter(v -> v <= _current_plots_version, versions)
-    # @show refdir fn versions
-
-    newdir = joinpath(refdir, string(_current_plots_version))
-    newfn = joinpath(newdir, fn)
-
-    # figure out which reference file we should compare to, by finding the highest versioned file
-    reffn = nothing
-    for v in versions
-        tmpfn = joinpath(refdir, string(v), fn)
-        if isfile(tmpfn)
-            reffn = tmpfn
-            break
-        end
-    end
-
-    # now we have the fn (if any)... do the comparison
-    # @show reffn
-    if reffn === nothing
-        reffn = newfn
-    end
-    # @show reffn
-    # return
+    reffn = reference_file(pkg, idx, _current_plots_version)
+    newfn = joinpath(reference_path(pkg, _current_plots_version), fn)
 
     # test function
     func = (fn, idx) -> begin
@@ -78,13 +23,6 @@ function image_comparison_tests(pkg::Symbol, idx::Int; debug = false, popup = is
         png(fn)
     end
 
-    # try
-    #     run(`mkdir -p $newdir`)
-    # catch err
-    #     display(err)
-    # end
-    # # reffn = joinpath(refdir, "ref$idx.png")
-
     # the test
     vtest = VisualTest(func, reffn, idx)
     test_images(vtest, popup=popup, sigma=sigma, tol=tol, newfn = newfn)

test/runtests.jl

@@ -1,40 +1,72 @@
+import ImageMagick
 using VisualRegressionTests
 using Plots
 using Random
-using BinaryProvider
 using Test
 using FileIO
+using Gtk
+using LibGit2
 using GeometryTypes
 
+reference_dir(args...) = joinpath(homedir(), ".julia", "dev", "PlotReferenceImages", args...)
+
+function reference_file(backend, i, version)
+    refdir = reference_dir("Plots", string(backend))
+    fn = "ref$i.png"
+    versions = sort(VersionNumber.(readdir(refdir)), rev = true)
+
+    reffn = joinpath(refdir, string(version), fn)
+    for v in versions
+        tmpfn = joinpath(refdir, string(v), fn)
+        if isfile(tmpfn)
+            reffn = tmpfn
+            break
+        end
+    end
+
+    return reffn
+end
+
+reference_path(backend, version) = reference_dir("Plots", string(backend), string(version))
+
+if !isdir(reference_dir())
+    mkpath(reference_dir())
+    LibGit2.clone("https://github.com/JuliaPlots/PlotReferenceImages.jl.git", reference_dir())
+end
+
 include("imgcomp.jl")
 # don't actually show the plots
 Random.seed!(1234)
 default(show=false, reuse=true)
-img_tol = isinteractive() ? 1e-2 : 10e-2
+is_ci() = get(ENV, "CI", "false") == "true"
+img_tol = is_ci() ? 10e-2 : 10e-2
 
-@testset "GR" begin
-    ENV["PLOTS_TEST"] = "true"
-    ENV["GKSwstype"] = "100"
-    @test gr() == Plots.GRBackend()
-    @test backend() == Plots.GRBackend()
+@testset "Backends" begin
 
-    @static if Sys.islinux()
-        image_comparison_facts(:gr, tol=img_tol, skip = [25, 30])
+    @testset "GR" begin
+        ENV["PLOTS_TEST"] = "true"
+        ENV["GKSwstype"] = "100"
+        @test gr() == Plots.GRBackend()
+        @test backend() == Plots.GRBackend()
+
+        @static if Sys.islinux()
+            image_comparison_facts(:gr, tol=img_tol, skip = Plots._backend_skips[:gr])
+        end
     end
-end
 
+    @testset "UnicodePlots" begin
+        @test unicodeplots() == Plots.UnicodePlotsBackend()
+        @test backend() == Plots.UnicodePlotsBackend()
 
-@testset "UnicodePlots" begin
-    @test unicodeplots() == Plots.UnicodePlotsBackend()
-    @test backend() == Plots.UnicodePlotsBackend()
+        # lets just make sure it runs without error
+        p = plot(rand(10))
+        @test isa(p, Plots.Plot) == true
+        @test isa(display(p), Nothing) == true
+        p = bar(randn(10))
+        @test isa(p, Plots.Plot) == true
+        @test isa(display(p), Nothing) == true
+    end
 
-    # lets just make sure it runs without error
-    p = plot(rand(10))
-    @test isa(p, Plots.Plot) == true
-    @test isa(display(p), Nothing) == true
-    p = bar(randn(10))
-    @test isa(p, Plots.Plot) == true
-    @test isa(display(p), Nothing) == true
 end
 
 @testset "Axes" begin
@@ -61,6 +93,7 @@ end
     for plt in plots
         display(plt)
     end
+    @test_nowarn plot(x->x^2,0,2)
 end
 
 @testset "EmptyAnim" begin
@@ -97,6 +130,6 @@ end
               [(missing,missing)], [(missing,missing,missing),("a","b","c")])
     for z in zipped
         @test isequal(collect(zip(Plots.unzip(z)...)), z)
-        @test isequal(collect(zip(Plots.unzip(Point.(z))...)), z)
+        @test isequal(collect(zip(Plots.unzip(GeometryTypes.Point.(z))...)), z)
     end
 end