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Add a demo detecting all poorly-inferred calls
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This generates JuliaLang/julia#36463
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timholy committed Jun 30, 2020
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304 changes: 304 additions & 0 deletions demos/abstract_inference.jl
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using MethodAnalysis
using Base: _methods_by_ftype, get_world_counter, to_tuple_type, func_for_method_checked, remove_linenums!
using Core: CodeInfo, SSAValue, SlotNumber, SimpleVector

if isdefined(Core.Compiler, :NativeInterpreter)
getcode(meth, x, world, optimize; interp=Core.Compiler.NativeInterpreter(world)) =
Core.Compiler.typeinf_code(interp, meth, x[1], x[2], optimize)
else
getcode(meth, x, world, optimize; params=Core.Compiler.Params(world)) =
Core.Compiler.typeinf_code(meth, x[1], x[2], optimize, params)
end

function infer_with_sig(m::Method; optimize=true, debuginfo=:none, world=get_world_counter(), kwargs...)
tt = to_tuple_type(m.sig)
meths = _methods_by_ftype(tt, -1, world)
for x in meths
x[3] == m || continue
meth = func_for_method_checked(x[3], tt, x[2])
(code, ty) = getcode(meth, x, world, optimize; kwargs...)
debuginfo === :none && code !== nothing && remove_linenums!(code)
return (code, x[2])=>ty
end
error("no match for ", m)
end

struct BadCall
callee::GlobalRef
argtyps
rettype
end

function peeltype(@nospecialize(T))
isa(T, Core.Compiler.Const) && return Core.Typeof(T.val)
isa(T, Core.Compiler.PartialStruct) && return T.typ
isa(T, Core.Compiler.MaybeUndef) && return T.typ
return T
end

resolve(g::GlobalRef) = isdefined(g.mod, g.name) ? getfield(g.mod, g.name) : nothing
resolve(T::Type) = T

"""
`tfunc(argtyps, rettype)` returns `true` if `rettype` is the expected type
"""
function bad_calls(src::CodeInfo, sparams::SimpleVector, @nospecialize(ty), tfuncs::AbstractDict)
function lookup(a; typof::Bool=true)
if isa(a, SSAValue)
return peeltype(src.ssavaluetypes[a.id])
elseif isa(a, SlotNumber)
return peeltype(src.slottypes[a.id])
elseif isdefined(Core.Compiler, :Argument) && isa(a, Core.Compiler.Argument)
return peeltype(src.slottypes[a.n])
elseif isa(a, GlobalRef) && isdefined(a.mod, a.name)
return Core.Typeof(getfield(a.mod, a.name))
elseif isa(a, Expr)
if a.head === :static_parameter
n = a.args[1]
t = Any
if 1 <= n <= length(sparams)
t = sparams[n]
end
return t
else
error("unrecognized Expr head ", a.head)
end
end
return typof ? Core.Typeof(peeltype(a)) : peeltype(a)
end

badstmts = Pair{Int,BadCall}[]
for (i, stmt) in enumerate(src.code)
if isa(stmt, Expr)
stmt.head === :call || continue
g = stmt.args[1]
isa(g, GlobalRef) || isa(g, Type) || continue
tfunc = get(tfuncs, resolve(g), nothing)
if tfunc !== nothing
atyps = []
for j = 2:length(stmt.args)
a = stmt.args[j]
push!(atyps, lookup(a))
end
sttyp = peeltype(src.ssavaluetypes[i])
# Check to see if the next line has a typeassert
if i < length(src.code)
nextstmt = src.code[i+1]
if isa(nextstmt, Expr) && nextstmt.head === :call
c = nextstmt.args[1]
if isa(c, GlobalRef) && c.mod === Core && c.name === :typeassert && nextstmt.args[2] == SSAValue(i)
tatyp = lookup(nextstmt.args[3]; typof=false)
sttyp = typeintersect(sttyp, tatyp)
end
end
end
if !tfunc(atyps, sttyp)
push!(badstmts, i => BadCall(g, atyps, sttyp))
end
end
end
end
return badstmts
end

function tfunc_promote(atyps, @nospecialize(rettyp))
# peeltyp(T) = T<:Type ? T.parameters[1] : T
T = atyps[1]
isa(T, TypeVar) && return true
for i = 2:length(atyps)
T = promote_type(T, atyps[i])
end
return rettyp === T
end

function tfunc_promote_or_subtype(atyps, @nospecialize(rettyp))
tfunc_promote(atyps, rettyp) && return true
for a in atyps
rettyp <: a && return true
end
return false
end

function tfunc_sub1(atyps, @nospecialize(rettyp), @nospecialize(U))
T = only(atyps)
return T<:U && rettyp<:U
end

tfunc_returns(atyps, @nospecialize(rettyp), @nospecialize(U)) = rettyp <: U

function gettyp(T)
if isa(T, TypeVar)
return gettyp(T.ub)
elseif isa(T, UnionAll)
return gettyp(Base.unwrap_unionall(T))
elseif isa(T, DataType) && T<:Type
return length(T.parameters) == 1 ? gettyp(T.parameters[1]) : Any
else
return T
end
end

function tfunc_convert(atyps, @nospecialize(rettyp))
T = gettyp(atyps[1])
return gettyp(rettyp) <: T
end

function tfunc_iterate(atyps, @nospecialize(rettyp))
atyps[1] <: AbstractString && return rettyp <: Union{Nothing,Tuple{AbstractChar,Int}}
if atyps[1] <: AbstractArray
T = eltype(atyps[1])
return rettyp <: Union{Nothing,Tuple{T,Union{Int,CartesianIndex}}}
end
return rettyp <: Union{Nothing,Tuple{Any,Any}}
end

function tfunc_getindex(atyps, @nospecialize(rettyp))
Tel = gettyp(eltype(atyps[1]))
if all(T->(Tt = gettyp(T); isa(Tt,Type) ? Tt<:Integer : false), atyps[2:end])
return gettyp(rettyp) <: Tel
end
return true # don't try to infer non-scalar indexing
end

tfuncs = IdDict{Any,Function}(
Base.:(&) => tfunc_promote,
Base.:(|) => tfunc_promote,
Base.:(!) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:(+) => tfunc_promote_or_subtype,
Base.:(-) => tfunc_promote_or_subtype,
Base.:((==)) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:((<)) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:((<=)) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:((>)) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:((>=)) => (a,t)->tfunc_returns(a,t,Union{Bool,Missing}),
Base.:(cmp) => (a,t)->tfunc_returns(a,t,Int),
Base.:(convert) => tfunc_convert,
Base.:(cconvert) => tfunc_convert,
Base.:(unsafe_convert) => tfunc_convert,
Base.:(iterate) => tfunc_iterate,
Base.:(getindex) => tfunc_getindex,
Base.:(leading_zeros) => (a,t)->tfunc_sub1(a, t, Integer),
Base.:(thisind) => (a,t)->tfunc_returns(a,t,Int),
Base.:(prevind) => (a,t)->tfunc_returns(a,t,Int),
Base.:(nextind) => (a,t)->tfunc_returns(a,t,Int),
Base.:(ncodeunits) => (a,t)->tfunc_returns(a,t,Int),
Base.:(codeunit) => (a,t)->tfunc_returns(a,t,Type{Union{UInt8,UInt16,UInt32}}),
Base.:(eof) => (a,t)->tfunc_returns(a,t,Bool),
Base.:(readline) => (a,t)->tfunc_returns(a,t,AbstractString),
Base.:(displaysize) => (a,t)->tfunc_returns(a,t,Tuple{Int,Int}),
Base.:(sizeof) => (a,t)->tfunc_returns(a,t,Int),
Base.:(length) => (a,t)->tfunc_returns(a,t,Union{Int,UInt}),
Base.:(size) => (a,t)->tfunc_returns(a,t,length(a) == 1 ? Tuple{Vararg{Int}} : Int),
Base.:(axes) => (a,t)->tfunc_returns(a,t,length(a) == 1 ? Tuple{Vararg{<:AbstractUnitRange}} : AbstractUnitRange),
Base.:(resize!) => (a,t)->tfunc_returns(a,t,a[1]),
Base.:(copyto!) => (a,t)->tfunc_returns(a,t,a[1]),
)
for sym in (
:isabspath,
:isapprox,
:isascii,
:isblockdev,
:ischardev,
:iscntrl,
:isdigit,
:isdir,
:isdirpath,
:isdisjoint,
:isempty,
:isequal,
:iseven,
:isfifo,
:isfile,
:isfinite,
:isinf,
:isinteger,
:isinteractive,
:isless,
:isletter,
:islink,
:islocked,
:islowercase,
:ismarked,
:ismissing,
:ismount,
:isnan,
:isnothing,
:isnumeric,
:isodd,
:isone,
:isopen,
:ispath,
:isperm,
:ispow2,
:isprint,
:ispunct,
:isreadable,
:isreadonly,
:isready,
:isreal,
:issetequal,
:issetgid,
:issetuid,
:issocket,
:issorted,
:isspace,
:issticky,
:issubnormal,
:issubset,
:istaskdone,
:istaskfailed,
:istaskstarted,
:istextmime,
:isuppercase,
:isvalid,
:iswritable,
:isxdigit,
:iszero,
)
f = resolve(GlobalRef(Base, sym))
f === nothing && continue
tfuncs[f] = (a,t)->tfunc_returns(a,t,Union{Bool,Missing})
end

function parcel_by_callee(badcalls::Dict{Method,Any})
callers = IdDict{Any,Set{Method}}()
for (m, prs) in badcalls
for (idx, bc) in prs
g = resolve(bc.callee)
list = get!(callers, g, Set{Method}())
push!(list, m)
end
end
return callers
end
function print_sorted(callees)
strs = String[]
for (callee, list) in callees
push!(strs, string(callee, ": ", length(list)))
end
sort!(strs)
for str in strs
println(str)
end
nothing
end

bfs = Dict{Method,Any}()
visit(Base) do item
if isa(item, Method)
isdefined(item, :generator) && return false
try
(src, sparams), ty = infer_with_sig(item)
bs = bad_calls(src, sparams, ty, tfuncs)
isempty(bs) || (bfs[item] = bs)
catch err
@show item
throw(err)
end
return false
end
return true
end

callees = parcel_by_callee(bfs)
print_sorted(callees)

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