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I hadn't seen that feature of GitHub before, had just been following the 0.4 roadmap issue, but now I'm going to start drinking, after seeing how many things still to be done, most dating from 1-3 years ago!"}},"public":true,"created_at":"2015-09-05T17:11:43Z","org":{"id":743164,"login":"JuliaLang","gravatar_id":"","url":"https://api.github.com/orgs/JuliaLang","avatar_url":"https://avatars.githubusercontent.com/u/743164?"}},{"id":"3121454398","type":"IssueCommentEvent","actor":{"id":1282691,"login":"KristofferC","gravatar_id":"","url":"https://api.github.com/users/KristofferC","avatar_url":"https://avatars.githubusercontent.com/u/1282691?"},"repo":{"id":1644196,"name":"JuliaLang/julia","url":"https://api.github.com/repos/JuliaLang/julia"},"payload":{"action":"created","issue":{"url":"https://api.github.com/repos/JuliaLang/julia/issues/12965","labels_url":"https://api.github.com/repos/JuliaLang/julia/issues/12965/labels{/name}","comments_url":"https://api.github.com/repos/JuliaLang/julia/issues/12965/comments","events_url":"https://api.github.com/repos/JuliaLang/julia/issues/12965/events","html_url":"https://github.com/JuliaLang/julia/pull/12965","id":105037389,"number":12965,"title":"F x type instability in sparse for Int32","user":{"login":"KristofferC","id":1282691,"avatar_url":"https://avatars.githubusercontent.com/u/1282691?v=3","gravatar_id":"","url":"https://api.github.com/users/KristofferC","html_url":"https://github.com/KristofferC","followers_url":"https://api.github.com/users/KristofferC/followers","following_url":"https://api.github.com/users/KristofferC/following{/other_user}","gists_url":"https://api.github.com/users/KristofferC/gists{/gist_id}","starred_url":"https://api.github.com/users/KristofferC/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/KristofferC/subscriptions","organizations_url":"https://api.github.com/users/KristofferC/orgs","repos_url":"https://api.github.com/users/KristofferC/repos","events_url":"https://api.github.com/users/KristofferC/events{/privacy}","received_events_url":"https://api.github.com/users/KristofferC/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":1,"created_at":"2015-09-05T16:53:28Z","updated_at":"2015-09-05T17:08:50Z","closed_at":null,"pull_request":{"url":"https://api.github.com/repos/JuliaLang/julia/pulls/12965","html_url":"https://github.com/JuliaLang/julia/pull/12965","diff_url":"https://github.com/JuliaLang/julia/pull/12965.diff","patch_url":"https://github.com/ uliaLang/julia/pull/12965.patch"},"body":"Fixes #12963 \r\n\r\nBefore:\r\n```julia\r\njulia> @time A = sparse(r,c,v,N,N)\r\n 3.676528 seconds (65.99 M allocations: 1.300 GB, 2.11% gc time)\r\n```\r\n\r\nAfter:\r\n```julia\r\njulia> @time A = sparse(r,c,v,N,N)\r\n 1.498092 seconds (23 allocations: 324.249 MB)\r\n```\r\n\r\nThe returnvalue is still not correctly inferred though:\r\n\r\n```julia\r\njulia> @code_warntype sparse(r,c,v,N,N); \r\nVariables:\r\n I::Array{Int32,1}\r\n J::Array{Int32,1}\r\n V::Array{Float32,1}\r\n m::Int64\r\n n::Int64\r\n\r\nBody:\r\n begin # sparse/sparsematrix.jl, line 320:\r\n return (Base.SparseMatrix.sparse)(I::Array{Int32,1},J::Array{Int32,1},V::Array{Float32,1},m::Int64,n::Int64,$(Expr(:new, :((top(getfield))(Base,:AddFun)::Type{Base.AddFun}))))::Union{Base.SparseMatrix.SparseMatrixCSC{Float32,Int32},Base.SparseMatrix.SparseMatrixCSC{Float32,Int64}}\r\n end::Union{Base.SparseMatrix.SparseMatrixCSC{Float32,Int32},Base.SparseMatrix.SparseMatrixCSC{Float32,Int64}}\r\n```"},"comment":{"url":"https://api.github.com/repos/JuliaLang/julia/issues/comments/137977445","html_url":"https://github.com/JuliaLang/julia/pull/12965#issuecomment-137977445","issue_url":"https://api.github.com/repos/JuliaLang/julia/issues/12965","id":137977445,"user":{"login":"KristofferC","id":1282691,"avatar_url":"https://avatars.githu usercontent.com/u/1282691?v=3","gravatar_id":"","url":"https://api.github.com/users/KristofferC","html_url":"https://github.com/KristofferC","followers_url":"https://api.github.com/users/KristofferC/followers","following_url":"https://api.github.com/users/KristofferC/following{/other_user}","gists_url":"https://api.github.com/users/KristofferC/gists{/gist_id}","starred_url":"https://api.github.com/users/KristofferC/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/KristofferC/subscriptions","organizations_url":"https://api.github.com/users/KristofferC/orgs","repos_url":"https://api.github.com/users/KristofferC/repos","events_url":"https://api.github.com/users/KristofferC/events{/privacy}","received_events_url":"https://api.github.com/users/KristofferC/received_events","type":"User","site_admin":false},"created_at":"2015-09-05T17:08:50Z","updated_at":"2015-09-05T17:08:50Z","body":"Ah, the type instability of the return value is in the early exit:\r\n\r\nhttps://github.com/JuliaLang/julia/blob/29d070a825ede2936e2f899979ed2242c27b456d/base/sparse/csparse.jl#L22\r\n"}},"public":true,"created_at":"2015-09-05T17:08:50Z","org":{"id":743164,"login":"JuliaLang","gravatar_id":"","url":"https://api.github.com/orgs/JuliaLang","avatar_url":"https://avatars.githubusercontent.com/u/743164?"}},{"id":"3121446993","type":"IssueCommentEvent", actor":{"id":1282691,"login":"KristofferC","gravatar_id":"","url":"https://api.github.com/users/KristofferC","avatar_url":"https://avatars.githubusercontent.com/u/1282691?"},"repo":{"id":1644196,"name":"JuliaLang/julia","url":"https://api.github.com/repos/JuliaLang/julia"},"payload":{"action":"created","issue":{"url":"https://api.github.com/repos/JuliaLang/julia/issues/12963","labels_url":"https://api.github.com/repos/JuliaLang/julia/issues/12963/labels{/name}","comments_url":"https://api.github.com/repos/JuliaLang/julia/issues/12963/comments","events_url":"https://api.github.com/repos/JuliaLang/julia/issues/12963/events","html_url":"https://github.com/JuliaLang/julia/issues/12963","id":105035813,"number":12963,"title":"sparse is twice as slow with Int32 indices","user":{"login":"mb1234","id":9624152,"avatar_url":"https://avatars.githubusercontent.com/u/9624152?v=3","gravatar_id":"","url":"https://api.github.com/users/mb1234","html_url":"https://github.com/mb1234","followers_url":"https://api.github.com/users/mb1234/followers","following_url":"https://api.github.com/users/mb1234/following{/other_user}","gists_url":"https://api.github.com/users/mb1234/gists{/gist_id}","starred_url":"https://api.github.com/users/mb1234/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/mb1234/subscriptions","organizations_url":"https://api.git ub.com/users/mb1234/orgs","repos_url":"https://api.github.com/users/mb1234/repos","events_url":"https://api.github.com/users/mb1234/events{/privacy}","received_events_url":"https://api.github.com/users/mb1234/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":2,"created_at":"2015-09-05T16:27:57Z","updated_at":"2015-09-05T17:03:20Z","closed_at":null,"body":"Constructing a large sparse matrix, using Int32 indices is a lot slower. Is this a performance bug or expected behavior? I kind of thought it would be quicker due to more elements being available in cache memory.\r\n\r\njulia> N=1000000; NNZ=20*N;\r\njulia> r = rand(int32(1:N),NNZ);\r\njulia> c = rand(int32(1:N),NNZ);\r\njulia> v = rand(Float32,NNZ);\r\njulia> tic(); A = sparse(r,c,v,N,N); toc()\r\nelapsed time: 11.829277923 seconds\r\n11.829277923\r\n\r\njulia> r = rand(int64(1:N),NNZ);\r\njulia> c = rand(int64(1:N),NNZ);\r\njulia> tic(); B = sparse(r,c,v,N,N); toc()\r\nelapsed time: 6.594016314 seconds\r\n6.594016314\r\n\r\njulia> whos()\r\nA 1000000x1000000 SparseMatrixCSC{Float32,Int32}\r\nB 1000000x1000000 SparseMatrixCSC{Float32,Int64}\r\n"},"comment":{"url":"https://api.github.com/repos/JuliaLang/julia/issues/comments/137977141","html_url":"https:// 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a fyi, `sparse` is significantly faster on 0.4 due to https://github.com/JuliaLang/julia/pull/10719 if you need to accumulate values."}},"public":true,"created_at":"2015-09-05T17:03:21Z","org":{"id":743164,"login":"Jul 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Int32","user":{"login":"KristofferC","id":1282691,"avatar_url":"https://avatars.githubusercontent.com/u/1282691?v=3","gravatar_id":"","url":"https://api.github.com/users/KristofferC","html_url":"https://github.com/KristofferC","followers_url":"https://api.github.com/users/KristofferC/followers","following_url":"https://api.github.com/users/KristofferC/following{/other_user}","gists_url":"https://api.github.com/users/Krist fferC/gists{/gist_id}","starred_url":"https://api.github.com/users/KristofferC/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/KristofferC/subscriptions","organizations_url":"https://api.github.com/users/KristofferC/orgs","repos_url":"https://api.github.com/users/KristofferC/repos","events_url":"https://api.github.com/users/KristofferC/events{/privacy}","received_events_url":"https://api.github.com/users/KristofferC/received_events","type":"User","site_admin":false},"body":"Fixes #12963 \r\n\r\n","created_at":"2015-09-05T16:53:28Z","updated_at":"2015-09-05T16:53:29Z","closed_at":null,"merged_at":null,"merge_commit_sha":null,"assignee":null,"milestone":null,"commits_url":"https://api.github.com/repos/JuliaLang/julia/pulls/12965/commits","review_comments_url":"https://api.github.com/repos/JuliaLang/julia/pulls/12965/comments","review_comment_url":"https://api.github.com/repos/JuliaLang/julia/pulls/comments{/number}","comments_url":"https://api.github.com/repos/JuliaLang/julia/issues/12965/comments","statuses_url":"https://api.github.com/repos/JuliaLang/julia/statuses/34666a5e5c0afc12906db8c08c47ab81151526d8","head":{"label":"KristofferC:kc/fix_instab_sparse32","ref":"kc/fix_instab_sparse32","sha":"34666a5e5c0afc12906db8c08c47ab81151526d8","user":{"login":"KristofferC","id":1282691,"avatar_url":"https://avatars.githubusercon 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