[TIR][Analysis] Add SuggestIndexMap for layout rewriting#10732
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junrushao merged 4 commits intoapache:mainfrom Mar 25, 2022
Merged
[TIR][Analysis] Add SuggestIndexMap for layout rewriting#10732junrushao merged 4 commits intoapache:mainfrom
junrushao merged 4 commits intoapache:mainfrom
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Co-authored-by: Siyuan Feng <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Xiyou Zhou <xiyou@octoml.ai>
junrushao
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Mar 23, 2022
Co-authored-by: Junru Shao <junrushao1994@gmail.com>
junrushao
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Mar 23, 2022
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| Array<arith::IterSumExpr> iter_sum_exprs = arith::DetectIterMap( | ||
| {analyzer->Simplify(index)}, input_iters, predicate, require_bijective, analyzer, diag_ctx); |
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I found it less convincing to couple frontend features (DiagnosticContext) with purely arithmetic analysis. we ideally should remove this argument in DetectIterMap @wrongtest
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@junrushao1994 Hi, any suggestion for the dbg info in DetectIterMap? We may remove them or change to logging if the diag ctx is not preferred.
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Generally speaking, DiagnosticContext is a frontend feature, while arithmetic analysis is considered as a backend utility, which could be used with or without a particular frontend. Therefore, I would prefer moving error reporting to more frontend places instead of mixing them together in the backend
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This PR added an analysis function `SuggestIndexMap` to analyze buffer access pattern and suggest index map for layout transformations. Co-authored-by: Siyuan Feng <Hzfengsy@sjtu.edu.cn> Co-authored-by: Bohan Hou <32121147+spectrometerHBH@users.noreply.github.com> Co-authored-by: Hongyi Jin <3231950289@qq.com> Co-authored-by: Ruihang Lai <lairuihangdongdong@qq.com> Co-authored-by: Junru Shao <junrushao1994@gmail.com> Co-authored-by: Xiyou Zhou <xiyou@octoml.ai>
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This PR added an analysis function
SuggestIndexMapto analyze buffer access pattern and suggest index map for layout transformations.Co-authored-by: Siyuan Feng Hzfengsy@sjtu.edu.cn
Co-authored-by: Bohan Hou 32121147+spectrometerHBH@users.noreply.github.com
Co-authored-by: Hongyi Jin 3231950289@qq.com
Co-authored-by: Ruihang Lai lairuihangdongdong@qq.com
Co-authored-by: Junru Shao junrushao1994@gmail.com
Co-authored-by: Xiyou Zhou xiyou@octoml.ai
cc @junrushao1994 @jinhongyii @masahi