From dd31965d334c2d95a8c7e13d56b02bfebb9ab693 Mon Sep 17 00:00:00 2001 From: Franco Nieddu Date: Wed, 10 Jan 2024 15:39:43 +0100 Subject: [PATCH 1/5] pow rewrite --- .../mlir-assigner/parser/evaluator.hpp | 2 +- .../Onnx/Split => Models/NanoGPT}/.ignore | 0 .../tests/Models/NanoGPT/nanoGPT-new.onnx | Bin 0 -> 880945 bytes .../Pow/PowSimple.json | 1 - .../Pow/PowSimple.mlir | 16 - .../NeedsBlueprintComponent/Pow/PowSimple.res | 3 - .../tests/Ops/Onnx/LRN/LRNSimple.json | 1 + .../tests/Ops/Onnx/LRN/LRNSimple.onnx | 16 + .../tests/Ops/Onnx/LRN/LRNSimple.res | 3 + .../tests/Ops/Onnx/Pow/PowPublicBase.json | 1 + .../tests/Ops/Onnx/Pow/PowPublicBase.onnx | Bin 0 -> 114 bytes .../tests/Ops/Onnx/Pow/PowPublicBase.res | 3 + .../tests/Ops/Onnx/Pow/PowPublicExponent.json | 1 + .../tests/Ops/Onnx/Pow/PowPublicExponent.onnx | Bin 0 -> 118 bytes .../tests/Ops/Onnx/Pow/PowPublicExponent.res | 3 + .../tests/Ops/Onnx/Pow/PowSimple.json | 1 + .../Pow/PowSimple.onnx | 0 .../tests/Ops/Onnx/Pow/PowSimple.res | 3 + mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.json | 1 + mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.onnx | Bin 0 -> 108 bytes mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.res | 3 + zkml-onnx-compiler/CMakeLists.txt | 27 +- .../mlir/Transform/ElimCopySign.cpp.inc | 0 .../Passes/mlir/Transform/ElimCopySign.td | 2 +- .../mlir/Transform/ElimCopySignPass.hpp | 28 ++ .../mlir/Transform/PowFToGenericExpPass.hpp | 25 ++ zkml-onnx-compiler/src/CMakeLists.txt | 16 - zkml-onnx-compiler/src/Passes/CMakeLists.txt | 1 - .../src/Passes/mlir/Analysis/CMakeLists.txt | 15 - .../src/Passes/mlir/Analysis/CountPass.cpp | 276 ------------------ .../src/Passes/mlir/Analysis/CountPass.h | 72 ----- .../src/Passes/mlir/Analysis/PrintPass.cpp | 120 -------- .../src/Passes/mlir/Analysis/PrintPass.h | 53 ---- .../src/Passes/mlir/CMakeLists.txt | 3 - .../mlir/Conversion/AffineFullUnrollPass.cpp | 20 -- .../mlir/Conversion/AffineFullUnrollPass.h | 24 -- .../Conversion/AffineFullUnrollPattern.cpp | 33 --- .../mlir/Conversion/AffineFullUnrollPattern.h | 20 -- .../src/Passes/mlir/Conversion/CMakeLists.txt | 17 -- .../src/Passes/mlir/Transform/CMakeLists.txt | 12 - .../mlir/Transform/ElimCopySignPass.cpp | 16 +- .../Passes/mlir/Transform/ElimCopySignPass.h | 37 --- .../mlir/Transform/PowFToGenericExpPass.cpp | 44 +++ zkml-onnx-compiler/src/zkml-onnx-compiler.cpp | 19 +- 44 files changed, 178 insertions(+), 760 deletions(-) rename mlir-assigner/tests/{Ops/Onnx/Split => Models/NanoGPT}/.ignore (100%) create mode 100644 mlir-assigner/tests/Models/NanoGPT/nanoGPT-new.onnx delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.json delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.mlir delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.res create mode 100644 mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.json create mode 100644 mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.onnx create mode 100644 mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.res create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.json create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.onnx create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.res create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.json create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.onnx create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.res create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.json rename mlir-assigner/tests/Ops/{NeedsBlueprintComponent => Onnx}/Pow/PowSimple.onnx (100%) create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.res create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.json create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.onnx create mode 100644 mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.res rename zkml-onnx-compiler/{src => include}/Passes/mlir/Transform/ElimCopySign.cpp.inc (100%) rename zkml-onnx-compiler/{src => include}/Passes/mlir/Transform/ElimCopySign.td (90%) create mode 100644 zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySignPass.hpp create mode 100644 zkml-onnx-compiler/include/Passes/mlir/Transform/PowFToGenericExpPass.hpp delete mode 100644 zkml-onnx-compiler/src/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Analysis/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.cpp delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.h delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.cpp delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.h delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.cpp delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.h delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.cpp delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.h delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Conversion/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Transform/CMakeLists.txt delete mode 100644 zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.h create mode 100644 zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp diff --git a/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp b/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp index 3b126f8..0366f03 100644 --- a/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp +++ b/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp @@ -874,7 +874,7 @@ namespace zk_ml_toolchain { auto m = nil::blueprint::memref(dims, type.getElementType()); auto hash = mlir::hash_value(operation.getMemref()); auto insert_res = frames.back().memrefs.insert({hash, m}); - assert(insert_res.second); // Reallocating over an existing memref + //assert(insert_res.second); // Reallocating over an existing memref // should not happen ATM logger.debug("inserting memref with hash %x", size_t(hash)); } else if (memref::AllocaOp operation = llvm::dyn_cast(op)) { diff --git a/mlir-assigner/tests/Ops/Onnx/Split/.ignore b/mlir-assigner/tests/Models/NanoGPT/.ignore similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Split/.ignore rename to mlir-assigner/tests/Models/NanoGPT/.ignore diff --git a/mlir-assigner/tests/Models/NanoGPT/nanoGPT-new.onnx b/mlir-assigner/tests/Models/NanoGPT/nanoGPT-new.onnx new file mode 100644 index 0000000000000000000000000000000000000000..9b8fa0adeea51c98e61ca8f6c39e78a006f3c6b8 GIT binary patch literal 880945 zcmcG%c|gtI^FLl`y-CRuQOI6YD$+gkq_QU4i>x7{vZatEYtlltC}jy*lL*=Bo_S_3 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a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.json +++ /dev/null @@ -1 +0,0 @@ -[{"memref": {"data": [0.6160430908203125, 0.445709228515625, 0.0120391845703125, 0.0461273193359375, 0.1510009765625, 0.1910400390625, 0.03076171875, 0.043548583984375, 0.2318572998046875, 0.4149627685546875], "dims": [1, 10], "type": "f32"}}, {"memref": {"data": [0.05859375, 0.8663330078125, 0.753448486328125, 0.1318359375, 0.8713531494140625, 0.0277557373046875, 0.5159149169921875, 0.480560302734375, 0.127532958984375, 0.01123046875], "dims": [1, 10], "type": "f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.mlir b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.mlir deleted file mode 100644 index 9899787..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.mlir +++ /dev/null @@ -1,16 +0,0 @@ -module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "powsimple.mlir"} { - func.func @main_graph(%arg0: memref<1x10xf32>, %arg1: memref<1x10xf32>) -> memref<1x10xf32> attributes {input_names = ["in_a", "in_b"], llvm.emit_c_interface, output_names = ["out_a"]} { - %c0 = arith.constant 0 : index - %alloc = memref.alloc() {alignment = 16 : i64} : memref<1x10xf32> - affine.for %arg2 = 0 to 1 { - affine.for %arg3 = 0 to 10 { - %0 = affine.load %arg0[%c0, %arg3] : memref<1x10xf32> - %1 = affine.load %arg1[%c0, %arg3] : memref<1x10xf32> - %2 = math.powf %0, %1 : f32 - affine.store %2, %alloc[%arg2, %arg3] : memref<1x10xf32> - } - } - return %alloc : memref<1x10xf32> - } - "krnl.entry_point"() {func = @main_graph, numInputs = 2 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22in_a\22 }\0A , { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22in_b\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () -} diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.res b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.res deleted file mode 100644 index 7b23894..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.res +++ /dev/null @@ -1,3 +0,0 @@ -Result: -memref<1x10xf32>[0.9720140099525452, 0.49654868245124817, 0.03579552844166756, 0.6665944457054138, 0.19257567822933197, 0.9550961256027222, 0.16593657433986664, 0.22179152071475983, 0.8299362659454346, 0.9901706576347351] -ADD THE ROWS HERE \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.json b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.json new file mode 100644 index 0000000..eb559ff --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.7279052734375, 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"f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.onnx b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.onnx new file mode 100644 index 0000000..d5aec8f --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.onnx @@ -0,0 +1,16 @@ + :m + +in_aout_a"LRN* +size� LRNSimpleZ +in_a + + + + +b +out_a + + + + +B \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.res b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.res new file mode 100644 index 0000000..4e07953 --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/LRN/LRNSimple.res @@ -0,0 +1,3 @@ +Result: +memref<5x5x5x5xf32>[0.7278932332992554, 0.6214843392372131, 0.04486075043678284, 0.5573806762695312, 0.32497990131378174, 0.16202950477600098, 0.10778684914112091, 0.6184303164482117, 0.8605485558509827, 0.5976501703262329, 0.6005876064300537, 0.9977467656135559, 0.6964892148971558, 0.0393524132668972, 0.18226537108421326, 0.9929409623146057, 0.7867917418479919, 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0.3642718493938446, 0.9210003018379211, 0.1938772201538086, 0.9677274227142334, 0.8152120113372803, 0.8667967915534973, 0.23879826068878174, 0.8540950417518616, 0.258508563041687, 0.5231489539146423, 0.6585100293159485, 0.18745402991771698, 0.2615649402141571, 0.2875477075576782, 0.4155407249927521, 0.09849541634321213, 0.5848528742790222, 0.20886071026325226, 0.7990167140960693, 0.6296374797821045] +11375 diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.json b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.json new file mode 100644 index 0000000..d38cb1b --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.30682373046875, 0.9177398681640625, 0.4326171875, 0.9183197021484375, 0.5850677490234375, 0.0698394775390625, 0.4090728759765625, 0.6262054443359375, 0.700897216796875, 0.240814208984375], "dims": [1, 10], "type": "f32"}}] diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.onnx b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicBase.onnx new file mode 100644 index 0000000000000000000000000000000000000000..d5a317736c011a80c66b5cf91ef1cbcd26797ea1 GIT binary patch literal 114 zcmdR0g@J*= m!3nG(N(`!nkBf(cQHX[1.2369813341732077, 1.8891534186937171, 1.3496798062693975, 1.8899128414945385, 1.500109432837632, 1.0495998926682173, 1.327832230510485, 1.5434999586846203, 1.6255153918076044, 1.1816593624298102] +90 diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.json b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.json new file mode 100644 index 0000000..728173c --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.773895263671875, 0.1213226318359375, 0.6561126708984375, 0.5098114013671875, 0.9202880859375, 0.887786865234375, 0.8052520751953125, 0.0045166015625, 0.202392578125, 0.90814208984375], "dims": [1, 10], "type": "f32"}}] diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.onnx b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.onnx new file mode 100644 index 0000000000000000000000000000000000000000..60b96adab30961a7e3d29b350d0bb617b8c65e45 GIT binary patch literal 118 zcmd;9|+li%$fTNkXjor6uu+O3VTIR0 rg@M7r!3m@(DM}2YS%{B|hl5dwgNuoS5s0~x#JL~_p-VV135Wmymv$Gt literal 0 HcmV?d00001 diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.res b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.res new file mode 100644 index 0000000..1c20f09 --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowPublicExponent.res @@ -0,0 +1,3 @@ +Result: +memref<1x10xf32>[0.4634966254234314, 0.0017857697093859315, 0.28244590759277344, 0.13250389695167542, 0.7794197201728821, 0.6997230052947998, 0.5221503376960754, 9.213727025780827e-08, 0.008290558122098446, 0.748964786529541] +20 diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.json b/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.json new file mode 100644 index 0000000..760dd16 --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.618316650390625, 0.2113800048828125, 0.17266845703125, 0.4499969482421875, 0.57080078125, 0.42755126953125, 0.326995849609375, 0.157623291015625, 0.4703216552734375, 0.42181396484375], "dims": [1, 10], "type": "f32"}}, {"memref": {"data": [0.988739013671875, 0.0914764404296875, 0.5084228515625, 0.6395263671875, 0.6468505859375, 0.5218505859375, 0.6641387939453125, 0.9370269775390625, 0.58465576171875, 0.564178466796875], "dims": [1, 10], "type": "f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.onnx b/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.onnx similarity index 100% rename from mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowSimple.onnx rename to mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.res b/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.res new file mode 100644 index 0000000..bcfdfee --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowSimple.res @@ -0,0 +1,3 @@ +Result: +memref<1x10xf32>[0.6216731667518616, 0.8674795627593994, 0.4094318747520447, 0.6000927686691284, 0.6957959532737732, 0.6418461799621582, 0.4759799540042877, 0.1770714968442917, 0.643374502658844, 0.614470899105072] +90 diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.json b/mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.json new file mode 100644 index 0000000..2443c93 --- /dev/null +++ b/mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.05419921875, 0.2551422119140625, 0.490814208984375, 0.924285888671875, 0.701416015625, 0.7657470703125, 0.064849853515625, 0.7630615234375, 0.920074462890625, 0.2911224365234375], "dims": [1, 10], "type": "f32"}}] diff --git a/mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.onnx b/mlir-assigner/tests/Ops/Onnx/Pow/PowSqrt.onnx new file mode 100644 index 0000000000000000000000000000000000000000..ccc322728625ea578e4837f926afa69d1776a855 GIT binary patch literal 108 zcmd[0.23280726373195648, 0.5051160454750061, 0.7005813121795654, 0.9613978862762451, 0.8375058174133301, 0.8750697374343872, 0.2546563446521759, 0.8735339045524597, 0.9592050909996033, 0.5395576357841492] +20 diff --git a/zkml-onnx-compiler/CMakeLists.txt b/zkml-onnx-compiler/CMakeLists.txt index 0679561..533b2f5 100644 --- a/zkml-onnx-compiler/CMakeLists.txt +++ b/zkml-onnx-compiler/CMakeLists.txt @@ -1,3 +1,28 @@ cmake_minimum_required(VERSION 3.19.0) -add_subdirectory(src) +add_onnx_mlir_library(ZkMLIRTransform + src/Passes/mlir/Transform/PowFToGenericExpPass.cpp + src/Passes/mlir/Transform/ElimCopySignPass.cpp + + LINK_LIBS PRIVATE + + MLIRTransforms + MLIRFuncDialect + MLIRMathDialect + ) + +add_onnx_mlir_executable(zkml-onnx-compiler + src/zkml-onnx-compiler.cpp + + LINK_LIBS PRIVATE + + OMCompilerOptions + OMCompilerUtils + ZkMLIRTransform + + MLIRZkMlDialect + MLIROpenMPToLLVMIRTranslation + ) + +target_include_directories(ZkMLIRTransform PUBLIC include) +target_include_directories(zkml-onnx-compiler PUBLIC include) diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySign.cpp.inc b/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySign.cpp.inc similarity index 100% rename from zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySign.cpp.inc rename to zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySign.cpp.inc diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySign.td b/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySign.td similarity index 90% rename from zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySign.td rename to zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySign.td index 10168bd..de99be8 100644 --- a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySign.td +++ b/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySign.td @@ -14,4 +14,4 @@ def ElimCopySign : Pat< [(HasOneUse:$a)] >; -#endif // ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_TD \ No newline at end of file +#endif // ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_TD diff --git a/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySignPass.hpp b/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySignPass.hpp new file mode 100644 index 0000000..4ac2990 --- /dev/null +++ b/zkml-onnx-compiler/include/Passes/mlir/Transform/ElimCopySignPass.hpp @@ -0,0 +1,28 @@ +#ifndef ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS +#define ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS + +#include "mlir/Pass/Pass.h" +#include "mlir/IR/PatternMatch.h" +#include "mlir/Dialect/Math/IR/Math.h" +#include "mlir/Dialect/Arith/IR/Arith.h" + +namespace mlir { + namespace zk_ml { + class ElimCopySignPass : public mlir::PassWrapper> { + private: + void runOnOperation() override; + + StringRef getArgument() const final { + return "elim-copysign-pass"; + } + StringRef getDescription() const final { + return "Eliminates redundant copysign operations that follow an frem operation"; + } + }; + std::unique_ptr createElimCopySignPass(); +#include "ElimCopySign.cpp.inc" + + } // namespace zk_ml +} // namespace mlir + +#endif // ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS diff --git a/zkml-onnx-compiler/include/Passes/mlir/Transform/PowFToGenericExpPass.hpp b/zkml-onnx-compiler/include/Passes/mlir/Transform/PowFToGenericExpPass.hpp new file mode 100644 index 0000000..fcfc3ba --- /dev/null +++ b/zkml-onnx-compiler/include/Passes/mlir/Transform/PowFToGenericExpPass.hpp @@ -0,0 +1,25 @@ +#ifndef ZK_ML_TOOLCHAIN_POWF_TO_GENERIC_EXP_PASS +#define ZK_ML_TOOLCHAIN_POWF_TO_GENERIC_EXP_PASS + +#include "mlir/Pass/Pass.h" +#include "mlir/Dialect/Func/IR/FuncOps.h" +#include "mlir/Dialect/Math/IR/Math.h" + +namespace mlir { + namespace zk_ml { + class PowFToGenericExpPass : public mlir::PassWrapper> { + private: + void runOnOperation() override; + + StringRef getArgument() const final { + return "powf-to-generic-exp-pass"; + } + + StringRef getDescription() const final { + return "Rewrites powf calls to generic form and transforms to simpler terms when exponent is {0.5, 2, 3}"; + } + }; + std::unique_ptr createPowFToGenericExpPass(); + } // namespace zk_ml +} // namespace mlir +#endif // ZK_ML_TOOLCHAIN_POWF_TO_GENERIC_EXP_PASS diff --git a/zkml-onnx-compiler/src/CMakeLists.txt b/zkml-onnx-compiler/src/CMakeLists.txt deleted file mode 100644 index 1d400b1..0000000 --- a/zkml-onnx-compiler/src/CMakeLists.txt +++ /dev/null @@ -1,16 +0,0 @@ -add_subdirectory(Passes) - -add_onnx_mlir_executable(zkml-onnx-compiler - zkml-onnx-compiler.cpp - - LINK_LIBS PRIVATE - - OMCompilerOptions - OMCompilerUtils - ZkMLIRAnalysis - ZkMLIRConversion - ZkMLIRTransform - - MLIRZkMlDialect - MLIROpenMPToLLVMIRTranslation - ) diff --git a/zkml-onnx-compiler/src/Passes/CMakeLists.txt b/zkml-onnx-compiler/src/Passes/CMakeLists.txt deleted file mode 100644 index 5a46e22..0000000 --- a/zkml-onnx-compiler/src/Passes/CMakeLists.txt +++ /dev/null @@ -1 +0,0 @@ -add_subdirectory(mlir) diff --git a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CMakeLists.txt b/zkml-onnx-compiler/src/Passes/mlir/Analysis/CMakeLists.txt deleted file mode 100644 index abd0d46..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CMakeLists.txt +++ /dev/null @@ -1,15 +0,0 @@ -add_onnx_mlir_library(ZkMLIRAnalysis - PrintPass.cpp - CountPass.cpp - - LINK_LIBS PRIVATE - - OMSpecializedKernelOpInterface - OMCompilerOptions - OMONNXOps - OMSupport - MLIRTransforms - MLIRAffineUtils - ) - - diff --git a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.cpp deleted file mode 100644 index b31b9fa..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.cpp +++ /dev/null @@ -1,276 +0,0 @@ -#include "CountPass.h" - -int64_t zk_ml::evalAffineExpr(AffineExpr expr, ArrayRef dims, ArrayRef symbols) { - int64_t lhs = 0, rhs = 0; - if (auto bin = expr.dyn_cast()) { - lhs = evalAffineExpr(bin.getLHS(), dims, symbols); - rhs = evalAffineExpr(bin.getRHS(), dims, symbols); - } - switch (expr.getKind()) { - case AffineExprKind::Add: - return lhs + rhs; - case AffineExprKind::Mul: - return lhs * rhs; - case AffineExprKind::Mod: - return mod(lhs, rhs); - case AffineExprKind::FloorDiv: - return floorDiv(lhs, rhs); - case AffineExprKind::CeilDiv: - return ceilDiv(lhs, rhs); - case AffineExprKind::Constant: - return expr.cast().getValue(); - case AffineExprKind::DimId: - return dims[expr.cast().getPosition()]; - case AffineExprKind::SymbolId: - return symbols[expr.cast().getPosition()]; - default: - llvm_unreachable("must be one of AffineExprKind"); - } -} - -bool zk_ml::evalIntegerSet(IntegerSet set, ArrayRef dims, ArrayRef symbols) { - // according to mlir/lib/IR/IntegerSetDetail.h constraints are either - // an equality (affine_expr == 0) or an inequality (affine_expr >= 0). - // Nevertheless, according to https://mlir.llvm.org/docs/Dialects/Affine/ - // a Constraint in an IntegerSet may be one of: - // affine_expr <= affine_expr - // affine_expr == affine_expr - // affine_expr >= affine_expr - // we have to stick to code anyway but somehow strange - ArrayRef constraints = set.getConstraints(); - for (unsigned i = 0; i < constraints.size(); ++i) { - int64_t constraint = evalAffineExpr(constraints[i], dims, symbols); - if (set.isEq(i)) { - llvm::outs() << "we have a equality????\n"; - exit(-1); - } else { - if (constraint < 0) { - return false; - } - } - } - return true; -} -bool zk_ml::evalIntegerSet(IntegerSet set, ArrayRef operands) { - return evalIntegerSet(set, operands.take_front(set.getNumDims()), operands.drop_front(set.getNumDims())); -} -SmallVector zk_ml::evalAffineMap(AffineMap map, ArrayRef dims, ArrayRef symbols) { - SmallVector result; - for (auto expr : map.getResults()) { - result.push_back(evalAffineExpr(expr, dims, symbols)); - } - return result; -} - -llvm::SmallVector zk_ml::evalAffineMap(AffineMap map, ArrayRef operands) { - return evalAffineMap(map, operands.take_front(map.getNumDims()), operands.drop_front(map.getNumDims())); -} - -// END COPY - -StringRef zk_ml::CountPass::getArgument() const { - return "count-pass"; -} -StringRef zk_ml::CountPass::getDescription() const { - return "Does some counting - lets see what"; -} -void zk_ml::CountPass::runOnOperation() { - Operation *op = getOperation(); - countDepth(op); - for (auto elem : this->counter) { - llvm::outs() << elem.first << ": " << elem.second << "\n"; - } -} - -template -T zk_ml::CountPass::castFromAttr(Attribute attr) { - T result = llvm::dyn_cast(attr); - assert(result); - return result; -} - -int64_t zk_ml::CountPass::getMaxFromVector(llvm::SmallVector v) { - assert(!v.empty()); - int64_t currentMax = v[0]; - for (unsigned i = 1; i < v.size(); ++i) { - if (currentMax < v[i]) - currentMax = v[i]; - } - return currentMax; -} -int64_t zk_ml::CountPass::getMinFromVector(llvm::SmallVector v) { - assert(!v.empty()); - int64_t currentMin = v[0]; - for (unsigned i = 1; i < v.size(); ++i) { - if (currentMin > v[i]) - currentMin = v[i]; - } - return currentMin; -} - -void zk_ml::CountPass::printIndent(unsigned offset) { - if (DEBUG_FLAG) { - assert(indent >= offset); - for (unsigned i = 0; i < indent - offset; ++i) - llvm::outs() << " "; - } -} - -void zk_ml::CountPass::doAffineFor(Operation *op, int64_t from, int64_t to, int64_t step) { - assert(from < to); - assert(step); - assert(op->getRegions().size() == 1); - assert(op->getRegions()[0].hasOneBlock()); - assert(op->getRegions()[0].getArguments().size() == 1); - printIndent(); - DEBUG("for (" << from << "->" << to << " step " << step << ")"); - indent++; - llvm::hash_code counterHash = hash_value(op->getRegions()[0].getArguments()[0]); - DEBUG("inserting hash: " << counterHash << ":" << from); - this->values.insert(std::make_pair(counterHash, from)); - while (from < to) { - for (Region ®ion : op->getRegions()) - countRegion(region); - from += step; - DEBUG("updating hash: " << counterHash << ":" << from); - this->values.insert(std::make_pair(counterHash, from)); - printIndent(1); - DEBUG(from << "->" << to); - DEBUG("for done! go next iteration.."); - } - this->values.erase(counterHash); - DEBUG("deleting: " << counterHash); - indent--; -} - -template -void zk_ml::CountPass::printSmallvector(llvm::SmallVector &v) { - if (DEBUG_FLAG) { - llvm::outs() << "v["; - for (auto c : v) - llvm::outs() << c << ","; - llvm::outs() << "]\n"; - } -} - -int64_t zk_ml::CountPass::evaluateForParameter(AffineMap &affineMap, llvm::SmallVector &operands, bool from) { - if (affineMap.isConstant()) { - return affineMap.getResult(0).cast().getValue(); - } else { - assert(affineMap.getNumInputs() == operands.size()); - llvm::SmallVector inVector(affineMap.getNumInputs()); - for (unsigned i = 0; i < affineMap.getNumInputs(); ++i) { - llvm::hash_code hash = hash_value(operands[i]); - DEBUG("looking for: " << hash); - if (values.find(hash) == values.end()) { - DEBUG(affineMap); - DEBUG("CANNOT FIND " << hash_value(operands[i])); - DEBUG("CANNOT FIND " << operands[i]); - exit(0); - } else { - assert(values.find(hash) != values.end()); - assert(values.count(hash)); - inVector[i] = this->values[hash]; - } - } - llvm::SmallVector eval = evalAffineMap(affineMap, inVector); - return from ? getMaxFromVector(eval) : getMinFromVector(eval); - } -} - -void zk_ml::CountPass::countDepth(Operation *op) { - // Print the operation itself and some of its properties - // Print the operation attributes - std::string opName = op->getName().getIdentifier().str(); - // printIndent(); - // DEBUG("visiting " << opName); - if (opName == AFFINE_FOR) { - DEBUG("visiting affine for!"); - assert(op->getAttrs().size() == 3); - AffineMap fromMap = castFromAttr(op->getAttrs()[0].getValue()).getAffineMap(); - int64_t step = llvm::dyn_cast(op->getAttrs()[1].getValue()).getInt(); - AffineMap toMap = castFromAttr(op->getAttrs()[2].getValue()).getAffineMap(); - assert(fromMap.getNumInputs() + toMap.getNumInputs() == op->getNumOperands()); - llvm::SmallVector operandsFrom(op->getOperands().begin(), - op->getOperands().begin() + fromMap.getNumInputs()); - llvm::SmallVector operandsTo(op->getOperands().begin() + fromMap.getNumInputs(), - op->getOperands().end()); - int64_t from = evaluateForParameter(fromMap, operandsFrom, true); - int64_t to = evaluateForParameter(toMap, operandsTo, false); - doAffineFor(op, from, to, step); - } else if (opName == AFFINE_IF) { - DEBUG("visiting affine if!"); - assert(op->getAttrs().size() == 1); - IntegerSet condition = castFromAttr(op->getAttrs()[0].getValue()).getValue(); - // IntegerSet condition = op->getAttrs()[0].getValue(); - // assert(op->getNumOperands() == condition.getNumInputs()); - llvm::SmallVector operands(op->getNumOperands()); - DEBUG(op->getAttrs()[0].getValue()); - int i = 0; - for (auto operand : op->getOperands()) { - llvm::hash_code hash = hash_value(operand); - assert(values.find(hash) != values.end()); - assert(values.count(hash)); - int64_t test = this->values[hash]; - operands[i++] = test; - } - if (evalIntegerSet(condition, operands)) { - countRegion(op->getRegion(0)); - } else { - countRegion(op->getRegion(1)); - } - } else if (opName == "affine.apply" || opName == "affine.min") { - DEBUG("got affine.apply"); - assert(op->getResults().size() == 1); - assert(op->getAttrs().size() == 1); - AffineMap applyMap = castFromAttr(op->getAttrs()[0].getValue()).getAffineMap(); - llvm::SmallVector operands(op->getOperands().begin(), op->getOperands().end()); - int64_t result = evaluateForParameter(applyMap, operands, false); - values.insert(std::make_pair(hash_value(op->getResults()[0]), result)); - } else if (opName == "affine.max") { - DEBUG("got affine.apply"); - assert(op->getResults().size() == 1); - assert(op->getAttrs().size() == 1); - AffineMap applyMap = castFromAttr(op->getAttrs()[0].getValue()).getAffineMap(); - llvm::SmallVector operands(op->getOperands().begin(), op->getOperands().end()); - int64_t result = evaluateForParameter(applyMap, operands, true); - values.insert(std::make_pair(hash_value(op->getResults()[0]), result)); - } else if (opName == ARITH_CONST) { - assert(op->getNumResults() == 1); - assert(op->getAttrs().size() == 1); - Attribute contantValue = op->getAttrs()[0].getValue(); - if (contantValue.isa()) { - int64_t value = llvm::dyn_cast(contantValue).getInt(); - values.insert(std::make_pair(hash_value(op->getResult(0)), value)); - } else { - DEBUG("ignoring non int constant"); - } - } else { - auto operationIter = this->counter.find(opName); - if (operationIter != this->counter.end()) { - (*operationIter).second++; - // std::cout << "increasing " << opName << std::endl; - } else { - this->counter.insert(std::make_pair(opName, 1)); - // std::cout << "inserting " << opName << std::endl; - } - - // Recurse into each of the regions attached to the operation. - for (Region ®ion : op->getRegions()) - countRegion(region); - } -} - -void zk_ml::CountPass::countRegion(Region ®ion) { - for (Block &block : region.getBlocks()) - countBlock(block); -} - -void zk_ml::CountPass::countBlock(Block &block) { - for (Operation &op : block.getOperations()) - countDepth(&op); -} - -std::unique_ptr zk_ml::createCountPass() { - return std::make_unique(); -} diff --git a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.h b/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.h deleted file mode 100644 index 879552f..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Analysis/CountPass.h +++ /dev/null @@ -1,72 +0,0 @@ -#pragma once - -#include "mlir/Pass/Pass.h" -#include "mlir/IR/Attributes.h" -#include "mlir/IR/IntegerSet.h" -#include "mlir/IR/BuiltinOps.h" -#include "mlir/IR/AffineExpr.h" -#include "mlir/Support/MathExtras.h" -#include -#include -#include -using namespace mlir; - -#define AFFINE_FOR "affine.for" -#define AFFINE_IF "affine.if" -#define ARITH_CONST "arith.constant" - -#define DEBUG_FLAG false -#define DEBUG(X) \ - if (DEBUG_FLAG) \ - llvm::outs() << X << "\n" - -namespace zk_ml -{ - - // TODO link to mlir-hlo so that we do not have to copy-paste - - int64_t evalAffineExpr(AffineExpr expr, ArrayRef dims, ArrayRef symbols); - bool evalIntegerSet(IntegerSet set, ArrayRef dims, ArrayRef symbols); - bool evalIntegerSet(IntegerSet set, ArrayRef operands); - SmallVector evalAffineMap(AffineMap map, ArrayRef dims, ArrayRef symbols); - llvm::SmallVector evalAffineMap(AffineMap map, ArrayRef operands); - - // END COPY - - class CountPass - : public mlir::PassWrapper> - { - private: - unsigned indent = 0; - std::unordered_map counter; - std::map values; - - StringRef getArgument() const final; - StringRef getDescription() const final; - void runOnOperation() override; - - template - T castFromAttr(Attribute attr); - - int64_t getMaxFromVector(llvm::SmallVector v); - int64_t getMinFromVector(llvm::SmallVector v); - - void printIndent(unsigned offset = 0); - - void doAffineFor(Operation *op, int64_t from, int64_t to, int64_t step); - - template - void printSmallvector(llvm::SmallVector &v); - - int64_t evaluateForParameter(AffineMap &affineMap, llvm::SmallVector &operands, bool from); - - void countDepth(Operation *op); - - void countRegion(Region ®ion); - - void countBlock(Block &block); - }; - - std::unique_ptr createCountPass(); -} // namespace zk_ml - diff --git a/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.cpp deleted file mode 100644 index 3de8cc3..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.cpp +++ /dev/null @@ -1,120 +0,0 @@ - -#include "PrintPass.h" - -StringRef zk_ml_toolchain::PrintPass::getArgument() const { - return "print-pass"; -} - -StringRef zk_ml_toolchain::PrintPass::getDescription() const { - return "Prints some Debug Information (copied from Tutorial)"; -} - -void zk_ml_toolchain::PrintPass::runOnOperation() { - Operation *op = getOperation(); - resetIndent(); - std::vector typeIds; - printOperation(op, typeIds); -} - -void zk_ml_toolchain::PrintPass::printVector(std::vector &typeIds) { - std::cout << "["; - for (auto element : typeIds) { - std::cout << element << ", "; - } - std::cout << "]" << std::endl; -} - -void zk_ml_toolchain::PrintPass::printOperation(Operation *op, std::vector &typeIds) { - // Print the operation itself and some of its properties - std::string opName = op->getName().getIdentifier().str(); - if (opName == "krnl.gloabl") { - printIndent() << "visiting: krnl.global"; - return; - } - unsigned numOperands = op->getNumOperands(); - unsigned numResults = op->getNumResults(); - printIndent() << "visiting op: '" << op->getName() << "' with " << numOperands << " operands and " << numResults - << " results\n"; - // Print the operation attributes - if (!op->getAttrs().empty()) { - printIndent() << op->getAttrs().size() << " attributes:\n"; - for (NamedAttribute attr : op->getAttrs()) - printIndent() << " - '" << attr.getName().getValue() << "' : '" << attr.getValue() << "'\n"; - } - - // Recurse into each of the regions attached to the operation. - printIndent() << " " << op->getNumRegions() << " nested regions:\n"; - if (opName == "arith.constant") { - if (numResults != 1) { - std::cout << "whaaaat" << std::endl; - exit(0); - } - llvm::hash_code hash = hash_value(op->getResults()[0]); - std::cout << hash << std::endl; - printVector(typeIds); - if (std::find(typeIds.begin(), typeIds.end(), hash) != typeIds.end()) { - std::cout << "whaaaaaaaaat already in vector" << std::endl; - std::cout << *(std::find(typeIds.begin(), typeIds.end(), hash)) << std::endl; - } else { - typeIds.emplace_back(hash); - } - } else if (opName == "affine.for" && numOperands > 0) { - OperandRange operands = op->getOperands(); - for (uint64_t i = 0; i < operands.size(); ++i) { - llvm::hash_code hash = hash_value(operands[i].getType()); - if (std::find(typeIds.begin(), typeIds.end(), hash) == typeIds.end()) { - std::cout << "whaaaaaaaaat not in vector" << std::endl; - exit(0); - } - } - } - auto indent = pushIndent(); - for (Region ®ion : op->getRegions()) - printRegion(region, typeIds); -} - -void zk_ml_toolchain::PrintPass::printRegion(Region ®ion, std::vector &typeIds) { - // A region does not hold anything by itself other than a list of blocks. - printIndent() << "Region with " << region.getBlocks().size() << " blocks:\n"; - auto indent = pushIndent(); - for (Block &block : region.getBlocks()) - printBlock(block, typeIds); -} - -void zk_ml_toolchain::PrintPass::printBlock(Block &block, std::vector &typeIds) { - // Print the block intrinsics properties (basically: argument list) - printIndent() << "Block with " << block.getNumArguments() << " arguments, " << block.getNumSuccessors() - << " successors, and " - // Note, this `.size()` is traversing a linked-list and is O(n). - << block.getOperations().size() << " operations\n"; - - // Block main role is to hold a list of Operations: let's recurse. - auto indent = pushIndent(); - for (Operation &op : block.getOperations()) - printOperation(&op, typeIds); -} - -zk_ml_toolchain::PrintPass::IdentRAII::IdentRAII(int &indent) : indent(indent) { -} - -zk_ml_toolchain::PrintPass::IdentRAII::~IdentRAII() { - --indent; -} - -void zk_ml_toolchain::PrintPass::resetIndent() { - indent = 0; -} - -zk_ml_toolchain::PrintPass::IdentRAII zk_ml_toolchain::PrintPass::pushIndent() { - return IdentRAII(++indent); -} - -llvm::raw_ostream &zk_ml_toolchain::PrintPass::printIndent() { - for (int i = 0; i < indent; ++i) - llvm::outs() << " "; - return llvm::outs(); -} - -std::unique_ptr zk_ml_toolchain::createPrintPass() { - return std::make_unique(); -} diff --git a/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.h b/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.h deleted file mode 100644 index 2412940..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Analysis/PrintPass.h +++ /dev/null @@ -1,53 +0,0 @@ -#ifndef ZK_ML_TOOLCHAIN_PRINT_PASS -#define ZK_ML_TOOLCHAIN_PRINT_PASS - -#include "mlir/IR/BuiltinOps.h" -#include "mlir/Pass/Pass.h" -#include "mlir/Support/TypeID.h" -#include -#include -#include -#include - -#include "llvm/ADT/Hashing.h" -using namespace mlir; - -namespace zk_ml_toolchain -{ - class PrintPass : public mlir::PassWrapper> - { - StringRef getArgument() const final; - - StringRef getDescription() const final; - - void runOnOperation() override; - - void printVector(std::vector &typeIds); - - void printOperation(Operation *op, std::vector &typeIds); - - void printRegion(Region ®ion, std::vector &typeIds); - - void printBlock(Block &block, std::vector &typeIds); - - int indent; - - struct IdentRAII - { - int &indent; - IdentRAII(int &indent); - ~IdentRAII(); - }; - - void resetIndent(); - - IdentRAII pushIndent(); - - llvm::raw_ostream &printIndent(); - }; - - std::unique_ptr createPrintPass(); - -} // namespace zk_ml_toolchain - -#endif // ZK_ML_TOOLCHAIN_PRINT_PASS \ No newline at end of file diff --git a/zkml-onnx-compiler/src/Passes/mlir/CMakeLists.txt b/zkml-onnx-compiler/src/Passes/mlir/CMakeLists.txt deleted file mode 100644 index 2378387..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/CMakeLists.txt +++ /dev/null @@ -1,3 +0,0 @@ -add_subdirectory(Analysis) -add_subdirectory(Conversion) -add_subdirectory(Transform) diff --git a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.cpp deleted file mode 100644 index 684b4b4..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.cpp +++ /dev/null @@ -1,20 +0,0 @@ -#include "mlir/Dialect/Affine/LoopUtils.h" -#include "mlir/Dialect/Affine/IR/AffineOps.h" -#include "mlir/Dialect/Func/IR/FuncOps.h" - -#include "AffineFullUnrollPass.h" - -using mlir::affine::AffineForOp; -using mlir::affine::loopUnrollFull; - -void zk_ml::AffineFullUnrollPass::runOnOperation() { - getOperation().walk([&](AffineForOp op) { - if (failed(loopUnrollFull(op))) { - op.emitError("unrolling failed"); - signalPassFailure(); - } - }); -} -std::unique_ptr zk_ml::createFullUnrollPass() { - return std::make_unique(); -} diff --git a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.h b/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.h deleted file mode 100644 index df50cd3..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPass.h +++ /dev/null @@ -1,24 +0,0 @@ -#pragma once -#include "mlir/Pass/Pass.h" - -// This class unrolls all affine for loops using the C++ API. Usually, this -// is NOT the correct way to handle things, but for more minor transformations -// and analyses it is sufficient. -// -// It can be seen as a tutorial pass. Check the AffineFullUnrollPattern -// for how to use the Rewrite Engine. - -using namespace mlir; -namespace zk_ml { - class AffineFullUnrollPass: public PassWrapper> { - private: - void runOnOperation() override; // implemented in AffineFullUnroll.cpp - - StringRef getArgument() const final { return "affine-full-unroll"; } - - StringRef getDescription() const final { - return "Fully unroll all affine loops"; - } - }; - std::unique_ptr createFullUnrollPass(); -}// zk ml diff --git a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.cpp b/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.cpp deleted file mode 100644 index b81f62b..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.cpp +++ /dev/null @@ -1,33 +0,0 @@ -#include "mlir/Dialect/Affine/LoopUtils.h" -#include "mlir/Dialect/Affine/IR/AffineOps.h" -#include "mlir/Dialect/Func/IR/FuncOps.h" -#include "mlir/IR/PatternMatch.h" -#include "mlir/Transforms/GreedyPatternRewriteDriver.h" - -#include "AffineFullUnrollPattern.h" - -using mlir::affine::AffineForOp; -using mlir::affine::loopUnrollFull; - -namespace { - struct AffineFullUnrollPattern : public OpRewritePattern { - - AffineFullUnrollPattern(MLIRContext *context) : OpRewritePattern(context, /*benefit=*/1) { - } - - LogicalResult matchAndRewrite(AffineForOp op, PatternRewriter &rewriter) const override { - return loopUnrollFull(op); - } - }; -} // namespace - -void zk_ml::AffineFullUnrollPassAsPatternRewrite::runOnOperation() { - mlir::RewritePatternSet patterns(&getContext()); - patterns.add(&getContext()); - // One could use GreedyRewriteConfig here to slightly tweak the behavior of - // the pattern application. - (void)applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)); -} -std::unique_ptr zk_ml::createFullUnrollPassPatternRewriter() { - return std::make_unique(); -} diff --git a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.h b/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.h deleted file mode 100644 index af003a1..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Conversion/AffineFullUnrollPattern.h +++ /dev/null @@ -1,20 +0,0 @@ -#pragma once - -#include "mlir/Pass/Pass.h" - -using namespace mlir; -namespace zk_ml { - - class AffineFullUnrollPassAsPatternRewrite: public PassWrapper> { - private: - void runOnOperation() override; - - StringRef getArgument() const final { return "affine-full-unroll-with-pattern"; } - - StringRef getDescription() const final { - return "Fully unroll all affine loops with pattern rewrite"; - } - }; - std::unique_ptr createFullUnrollPassPatternRewriter(); - -}// zk ml diff --git a/zkml-onnx-compiler/src/Passes/mlir/Conversion/CMakeLists.txt b/zkml-onnx-compiler/src/Passes/mlir/Conversion/CMakeLists.txt deleted file mode 100644 index 86a48bc..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Conversion/CMakeLists.txt +++ /dev/null @@ -1,17 +0,0 @@ -add_onnx_mlir_library(ZkMLIRConversion - AffineFullUnrollPass.cpp - AffineFullUnrollPattern.cpp - #RewriteMulOps.cpp - - LINK_LIBS PRIVATE - - OMSpecializedKernelOpInterface - OMCompilerOptions - OMONNXOps - OMSupport - MLIRTransforms - MLIRAffineUtils - OMMlirDialects - ) - - diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/CMakeLists.txt b/zkml-onnx-compiler/src/Passes/mlir/Transform/CMakeLists.txt deleted file mode 100644 index 6c40bc0..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Transform/CMakeLists.txt +++ /dev/null @@ -1,12 +0,0 @@ -add_onnx_mlir_library(ZkMLIRTransform - ElimCopySignPass.cpp - - LINK_LIBS PRIVATE - - OMSpecializedKernelOpInterface - OMCompilerOptions - OMONNXOps - OMSupport - MLIRTransforms - MLIRAffineUtils - ) diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.cpp index 93f6868..cd2e111 100644 --- a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.cpp +++ b/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.cpp @@ -1,20 +1,14 @@ +#include +#include "mlir/Transforms/GreedyPatternRewriteDriver.h" -#include "ElimCopySignPass.h" +using namespace mlir; -StringRef zk_ml_toolchain::ElimCopySignPass::getArgument() const { - return "elim-copysign-pass"; -} - -StringRef zk_ml_toolchain::ElimCopySignPass::getDescription() const { - return "Eliminates redundant copysign operations that follow an frem operation"; -} - -void zk_ml_toolchain::ElimCopySignPass::runOnOperation() { +void zk_ml::ElimCopySignPass::runOnOperation() { mlir::RewritePatternSet patterns(&getContext()); patterns.add(&getContext()); (void)applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)); } -std::unique_ptr zk_ml_toolchain::createElimCopySignPass() { +std::unique_ptr mlir::zk_ml::createElimCopySignPass() { return std::make_unique(); } diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.h b/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.h deleted file mode 100644 index 82a61c6..0000000 --- a/zkml-onnx-compiler/src/Passes/mlir/Transform/ElimCopySignPass.h +++ /dev/null @@ -1,37 +0,0 @@ -#ifndef ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS -#define ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS - -#include "mlir/IR/BuiltinOps.h" -#include "mlir/IR/PatternMatch.h" -#include "mlir/Pass/Pass.h" -#include "mlir/Support/TypeID.h" -#include "mlir/Dialect/Math/IR/Math.h" -#include "mlir/Dialect/Arith/IR/Arith.h" -#include "mlir/Transforms/GreedyPatternRewriteDriver.h" -#include -#include -#include -#include -#include - -#include "llvm/ADT/Hashing.h" -using namespace mlir; - -namespace zk_ml_toolchain -{ - class ElimCopySignPass : public mlir::PassWrapper> - { - StringRef getArgument() const final; - - StringRef getDescription() const final; - - void runOnOperation() override; - }; - - std::unique_ptr createElimCopySignPass(); - -#include "ElimCopySign.cpp.inc" - -} // namespace zk_ml_toolchain - -#endif // ZK_ML_TOOLCHAIN_ELIM_COPY_SIGN_PASS diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp new file mode 100644 index 0000000..24971fc --- /dev/null +++ b/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp @@ -0,0 +1,44 @@ +#include + +#include "mlir/Transforms/GreedyPatternRewriteDriver.h" +#include "mlir/Dialect/Arith/IR/Arith.h" + +using namespace mlir; +using mlir::math::PowFOp; +namespace { + struct PowFToGenericRewritePattern : public OpRewritePattern { + + PowFToGenericRewritePattern(MLIRContext *context) : OpRewritePattern(context, /*benefit=*/1) { + } + + LogicalResult matchAndRewrite(PowFOp Op, PatternRewriter &Rewriter) const override { + Location Loc = NameLoc::get(StringAttr::get(Op->getContext(), "math.powf"), Op->getLoc()); + // check if exp is a constant + auto Base = Op->getOperand(0); + auto Exp = Op->getOperand(1); + Operation *DefiningOp = Exp.getDefiningOp(); + if (arith::ConstantFloatOp ConstOp = llvm::dyn_cast(*DefiningOp)) { + APFloat Constant = ConstOp.value(); + double d = Constant.convertToDouble(); + if (d == 0.5 || d == 1.0 || d == 2.0 || d == 3.0) + llvm_unreachable("I do not think this can happen but we want to assert to catch IF it happens"); + } + // just ordinary rewrite + // a^b becomes exp(ln(a)*b) + Value LnA = Rewriter.create(Loc, Base); + Value NewExp = Rewriter.create(Loc, LnA, Exp); + Value Result = Rewriter.create(Loc, NewExp); + Rewriter.replaceOp(Op, Result); + return success(); + } + }; +} // namespace + +void mlir::zk_ml::PowFToGenericExpPass::runOnOperation() { + mlir::RewritePatternSet patterns(&getContext()); + patterns.add(&getContext()); + (void)applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)); +} +std::unique_ptr mlir::zk_ml::createPowFToGenericExpPass() { + return std::make_unique(); +} diff --git a/zkml-onnx-compiler/src/zkml-onnx-compiler.cpp b/zkml-onnx-compiler/src/zkml-onnx-compiler.cpp index 1c02b90..0f832b7 100644 --- a/zkml-onnx-compiler/src/zkml-onnx-compiler.cpp +++ b/zkml-onnx-compiler/src/zkml-onnx-compiler.cpp @@ -15,7 +15,8 @@ #include "src/Version/Version.hpp" #include "mlir/Dialect/zkml/ZkMlDialect.h" -#include "Passes/mlir/Transform/ElimCopySignPass.h" +#include +#include #define STDOUT_MARKER "stdout" @@ -41,12 +42,12 @@ bool hasEnding(std::string const &fullString, std::string const &ending) { } } -std::string dirName(StringRef inputFilename) { +std::string dirName(llvm::StringRef inputFilename) { llvm::SmallVector path(inputFilename.begin(), inputFilename.end()); llvm::sys::path::remove_filename(path); return std::string(path.data(), path.size()); } -int loadOnnxFile(StringRef inputFilename, mlir::MLIRContext &context, mlir::OwningOpRef &module, +int loadOnnxFile(llvm::StringRef inputFilename, mlir::MLIRContext &context, mlir::OwningOpRef &module, std::string *errorMessage) { // we use default options for now from onnx-mlir, lets see if we need // something else @@ -135,7 +136,7 @@ int main(int argc, char **argv) { // context.appendDialectRegistry(onnx_mlir::registerDialects(onnx_mlir::maccel)); // context.loadAllAvailableDialects(); // onnx_mlir::registerDialects(context); - context.getOrLoadDialect(); + context.getOrLoadDialect(); mlir::OwningOpRef module; std::string errorMessage; @@ -149,11 +150,15 @@ int main(int argc, char **argv) { bool EmitMLIR = EmitLevel::zkMLIR == EmitLevel || EmitLevel::MLIR == EmitLevel; onnx_mlir::configurePasses(); mlir::PassManager pm(module.get()->getName(), mlir::OpPassManager::Nesting::Implicit); - if (EmitLevel == EmitLevel::ONNX) { + if (EmitLevel::ONNX == EmitLevel) { onnx_mlir::addPasses(module, pm, onnx_mlir::EmissionTargetType::EmitONNXIR, outputFilename); } else { - onnx_mlir::addPasses(module, pm, onnx_mlir::EmissionTargetType::EmitMLIR, outputFilename, EmitLevel == EmitLevel::zkMLIR); - pm.addPass(zk_ml_toolchain::createElimCopySignPass()); + onnx_mlir::addPasses(module, pm, onnx_mlir::EmissionTargetType::EmitMLIR, outputFilename, + EmitLevel == EmitLevel::zkMLIR); + if (EmitLevel::zkMLIR == EmitLevel) { + pm.addPass(mlir::zk_ml::createElimCopySignPass()); + pm.addPass(mlir::zk_ml::createPowFToGenericExpPass()); + } if (!EmitMLIR) { // third parameter here is optional in onnx-mlir. Maybe we should do that // too? From 9754f11de7921fd769908ece8dd93f7511ecd50f Mon Sep 17 00:00:00 2001 From: Franco Nieddu Date: Wed, 10 Jan 2024 15:40:27 +0100 Subject: [PATCH 2/5] pinned onnx-mlir patch --- libs/onnx-mlir | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/libs/onnx-mlir b/libs/onnx-mlir index f6cff23..95edc72 160000 --- a/libs/onnx-mlir +++ b/libs/onnx-mlir @@ -1 +1 @@ -Subproject commit f6cff2380f78e67397c5a262cf0b2034975596fb +Subproject commit 95edc72aa98e9eebe0f48a8d42d92a71fe615b19 From 478c249bf967e4322c945a529afd6d08273a9a40 Mon Sep 17 00:00:00 2001 From: Franco Nieddu Date: Wed, 10 Jan 2024 17:36:23 +0100 Subject: [PATCH 3/5] Problem with index to float cast --- .../mlir-assigner/parser/evaluator.hpp | 17 ++++---- .../CumSum/CumSumSimple.json | 1 - .../CumSum/CumSumSimple.mlir | 41 ------------------- .../CumSum/CumSumSimple.onnx | 12 ------ .../CumSum/CumSumSimple.res | 3 -- .../mlir/Transform/PowFToGenericExpPass.cpp | 30 +++++++++++++- 6 files changed, 38 insertions(+), 66 deletions(-) delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.json delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.mlir delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.onnx delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.res diff --git a/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp b/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp index 0366f03..0332d4d 100644 --- a/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp +++ b/mlir-assigner/include/mlir-assigner/parser/evaluator.hpp @@ -265,6 +265,10 @@ namespace zk_ml_toolchain { auto val = var_value(assignmnt, toConvert).data; nil::blueprint::components::FixedPoint out(val, 16); return out.to_double(); + // auto Lhs = frames.back().locals[mlir::hash_value(operation.getLhs())]; + // auto Rhs = frames.back().locals[mlir::hash_value(operation.getRhs())]; + // auto Result = frames.back().locals[mlir::hash_value(operation.getResult())]; + // std::cout << toFixpoint(Lhs) << " * " << toFixpoint(Rhs) << " = " << toFixpoint(Result) << "\n"; } void handleArithOperation(Operation *op) { @@ -472,14 +476,14 @@ namespace zk_ml_toolchain { typename BlueprintFieldType::value_type field_constant = value; auto val = put_into_assignment(field_constant); - frames.back().locals.insert(std::make_pair(mlir::hash_value(operation.getResult()), val)); + frames.back().locals[mlir::hash_value(operation.getResult())] = val; } else if (constantValue.isa()) { double d = llvm::dyn_cast(constantValue).getValueAsDouble(); nil::blueprint::components::FixedPoint fixed(d); auto value = put_into_assignment(fixed.get_value()); // this insert is ok, since this should never change, so we // don't override it if it is already there - frames.back().locals.insert(std::make_pair(mlir::hash_value(operation.getResult()), value)); + frames.back().locals[mlir::hash_value(operation.getResult())] = value; } else { logger << constantValue; UNREACHABLE("unhandled constant"); @@ -489,6 +493,7 @@ namespace zk_ml_toolchain { auto opHash = mlir::hash_value(operation->getOperand(0)); Type casteeType = operation->getOperand(0).getType(); if (casteeType.isa()) { + UNREACHABLE("I SHOULD NOT WORK"); auto i = frames.back().locals.find(opHash); assert(i != frames.back().locals.end()); frames.back().constant_values[mlir::hash_value(operation.getResult())] = resolve_number(i->second); @@ -497,7 +502,7 @@ namespace zk_ml_toolchain { assert(index != frames.back().constant_values.end()); typename BlueprintFieldType::value_type field_constant = index->second; auto val = put_into_assignment(field_constant); - frames.back().locals.insert(std::make_pair(mlir::hash_value(operation.getResult()), val)); + frames.back().locals[mlir::hash_value(operation.getResult())] = val; } else { UNREACHABLE("unsupported Index Cast"); } @@ -524,8 +529,6 @@ namespace zk_ml_toolchain { std::uint32_t start_row = assignmnt.allocated_rows(); if (math::ExpOp operation = llvm::dyn_cast(op)) { handle_fixedpoint_exp_component(operation, frames.back(), bp, assignmnt, start_row); - } else if (math::Exp2Op operation = llvm::dyn_cast(op)) { - UNREACHABLE("TODO: component for exp2 not ready"); } else if (math::LogOp operation = llvm::dyn_cast(op)) { handle_fixedpoint_log_component(operation, frames.back(), bp, assignmnt, start_row); } else if (math::PowFOp operation = llvm::dyn_cast(op)) { @@ -874,8 +877,8 @@ namespace zk_ml_toolchain { auto m = nil::blueprint::memref(dims, type.getElementType()); auto hash = mlir::hash_value(operation.getMemref()); auto insert_res = frames.back().memrefs.insert({hash, m}); - //assert(insert_res.second); // Reallocating over an existing memref - // should not happen ATM + // assert(insert_res.second); // Reallocating over an existing memref + // should not happen ATM logger.debug("inserting memref with hash %x", size_t(hash)); } else if (memref::AllocaOp operation = llvm::dyn_cast(op)) { // TACEO_TODO: handle cleanup of these stack memrefs diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.json b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.json deleted file mode 100644 index 2749312..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.json +++ /dev/null @@ -1 +0,0 @@ -[{"memref": {"data": [0.863128662109375, 0.9586029052734375, 0.882354736328125, 0.1265869140625, 0.845703125, 0.1936492919921875, 0.6169281005859375, 0.9657135009765625, 0.6363525390625, 0.4542388916015625, 0.6410369873046875, 0.8735504150390625, 0.3882904052734375, 0.835235595703125, 0.3632965087890625, 0.9285125732421875, 0.348907470703125, 0.7984161376953125, 0.7083587646484375, 0.02813720703125, 0.947784423828125, 0.0034942626953125, 0.203033447265625, 0.0853729248046875, 0.5583343505859375], "dims": [1, 25], "type": "f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.mlir b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.mlir deleted file mode 100644 index 17b90b8..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.mlir +++ /dev/null @@ -1,41 +0,0 @@ -module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "cumsumsimple.mlir"} { - func.func @main_graph(%arg0: memref<1x25xf32>) -> memref<1x25xf32> attributes {input_names = ["in_a"], llvm.emit_c_interface, output_names = ["out_a"]} { - %cst = arith.constant 0.000000e+00 : f32 - %c0 = arith.constant 0 : index - %alloc = memref.alloc() {alignment = 16 : i64} : memref<1x25xf32> - %alloc_0 = memref.alloc() {alignment = 16 : i64} : memref<1x25xf32> - affine.for %arg1 = 0 to 1 { - affine.for %arg2 = 0 to 25 { - %0 = affine.load %arg0[%arg1, %arg2] : memref<1x25xf32> - affine.store %0, %alloc_0[%arg1, %arg2] : memref<1x25xf32> - } - } - affine.for %arg1 = 0 to 5 { - %0 = arith.index_cast %arg1 : index to i64 - %1 = arith.sitofp %0 : i64 to f32 - %2 = math.exp2 %1 : f32 - %3 = arith.fptosi %2 : f32 to i64 - %4 = arith.index_cast %3 : i64 to index - affine.for %arg2 = 0 to 1 { - affine.for %arg3 = 0 to 25 { - %5 = affine.load %alloc_0[%arg2, %arg3] : memref<1x25xf32> - %6 = arith.subi %arg3, %4 : index - %7 = arith.cmpi sge, %6, %c0 : index - %8 = arith.select %7, %6, %arg3 : index - %9 = memref.load %alloc_0[%arg2, %8] : memref<1x25xf32> - %10 = arith.select %7, %9, %cst : f32 - %11 = arith.addf %5, %10 : f32 - affine.store %11, %alloc[%arg2, %arg3] : memref<1x25xf32> - } - } - affine.for %arg2 = 0 to 1 { - affine.for %arg3 = 0 to 25 { - %5 = affine.load %alloc[%arg2, %arg3] : memref<1x25xf32> - affine.store %5, %alloc_0[%arg2, %arg3] : memref<1x25xf32> - } - } - } - return %alloc : memref<1x25xf32> - } - "krnl.entry_point"() {func = @main_graph, numInputs = 1 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 25] , \22name\22 : \22in_a\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 25] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () -} diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.onnx b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.onnx deleted file mode 100644 index 9fce9f5..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.onnx +++ /dev/null @@ -1,12 +0,0 @@ - :i - -in_a -in_bout_a"CumSum CumSumSimple* :Bin_bZ -in_a -  - -b -out_a -  - -B \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.res b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.res deleted file mode 100644 index 22a381e..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/CumSum/CumSumSimple.res +++ /dev/null @@ -1,3 +0,0 @@ -Result: -memref<1x25xf32>[0.863128662109375, 1.8217315673828125, 2.7040863037109375, 2.8306732177734375, 3.6763763427734375, 3.870025634765625, 4.4869537353515625, 5.452667236328125, 6.089019775390625, 6.5432586669921875, 7.184295654296875, 8.057846069335938, 8.446136474609375, 9.2813720703125, 9.644668579101562, 10.57318115234375, 10.922088623046875, 11.720504760742188, 12.428863525390625, 12.457000732421875, 13.40478515625, 13.408279418945312, 13.611312866210938, 13.696685791015625, 14.255020141601562] -ADD THE ROWS HERE \ No newline at end of file diff --git a/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp b/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp index 24971fc..b66f85c 100644 --- a/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp +++ b/zkml-onnx-compiler/src/Passes/mlir/Transform/PowFToGenericExpPass.cpp @@ -5,6 +5,7 @@ using namespace mlir; using mlir::math::PowFOp; +using mlir::math::Exp2Op; namespace { struct PowFToGenericRewritePattern : public OpRewritePattern { @@ -27,8 +28,32 @@ namespace { // a^b becomes exp(ln(a)*b) Value LnA = Rewriter.create(Loc, Base); Value NewExp = Rewriter.create(Loc, LnA, Exp); - Value Result = Rewriter.create(Loc, NewExp); - Rewriter.replaceOp(Op, Result); + Rewriter.replaceOp(Op, Rewriter.create(Loc, NewExp)); + return success(); + } + }; + + struct Exp2ToGenericRewritePattern : public OpRewritePattern { + + Exp2ToGenericRewritePattern(MLIRContext *context) : OpRewritePattern(context, /*benefit=*/1) { + } + + LogicalResult matchAndRewrite(Exp2Op Op, PatternRewriter &Rewriter) const override { + Location Loc = NameLoc::get(StringAttr::get(Op->getContext(), "math.exp2"), Op->getLoc()); + auto Exp = Op->getOperand(0); + assert(Exp.getType().isa() && "Exponent must be float for exp2"); + FloatType FTy = Exp.getType().cast(); + // 2^b becomes exp(ln(2)*b) + // so we create constant for ln(2) and go from there + //0.6931471805599453094172321214581765680755001343602552541206800094 + // Value Ln2 = Rewriter.create(Loc, APFloat(FTy.getFloatSemantics(), "0.69314718055994530941"), FTy); + // Value NewExp = Rewriter.create(Loc, Ln2, Exp); + // Rewriter.replaceOp(Op, Rewriter.create(Loc, NewExp)); + Value Base = Rewriter.create(Loc, APFloat(FTy.getFloatSemantics(), "2.0"), FTy); + Value LnA = Rewriter.create(Loc, Base); + Value NewExp = Rewriter.create(Loc, LnA, Exp); + Rewriter.replaceOp(Op, Rewriter.create(Loc, NewExp)); + llvm::errs() << "base: " << Base << "\n"; return success(); } }; @@ -37,6 +62,7 @@ namespace { void mlir::zk_ml::PowFToGenericExpPass::runOnOperation() { mlir::RewritePatternSet patterns(&getContext()); patterns.add(&getContext()); + patterns.add(&getContext()); (void)applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)); } std::unique_ptr mlir::zk_ml::createPowFToGenericExpPass() { From 4b08016b32f9bbf939ecad7b1b4c3f1b3ce9d3ac Mon Sep 17 00:00:00 2001 From: Franco Nieddu Date: Thu, 11 Jan 2024 10:10:33 +0100 Subject: [PATCH 4/5] moved index_cast to int to problematic --- .../{Onnx => Problematic}/OneHot/OneHotFloat.json | 0 .../{Onnx => Problematic}/OneHot/OneHotFloat.onnx | Bin .../{Onnx => Problematic}/OneHot/OneHotFloat.res | 0 .../{Onnx => Problematic}/OneHot/OneHotSimple.json | 0 .../{Onnx => Problematic}/OneHot/OneHotSimple.onnx | Bin .../{Onnx => Problematic}/OneHot/OneHotSimple.res | 0 .../ReverseSequence/ReverseSequenceSimple.json | 0 .../ReverseSequence/ReverseSequenceSimple.onnx | Bin .../ReverseSequence/ReverseSequenceSimple.res | 0 .../{Onnx => Problematic}/Trilu/TriluOffset.json | 0 .../{Onnx => Problematic}/Trilu/TriluOffset.onnx | 0 .../Ops/{Onnx => Problematic}/Trilu/TriluOffset.res | 0 .../{Onnx => Problematic}/Trilu/TriluSimple.json | 0 .../{Onnx => Problematic}/Trilu/TriluSimple.onnx | 0 .../Ops/{Onnx => Problematic}/Trilu/TriluSimple.res | 0 15 files changed, 0 insertions(+), 0 deletions(-) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotFloat.json (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotFloat.onnx (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotFloat.res (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotSimple.json (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotSimple.onnx (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/OneHot/OneHotSimple.res (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/ReverseSequence/ReverseSequenceSimple.json (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/ReverseSequence/ReverseSequenceSimple.onnx (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/ReverseSequence/ReverseSequenceSimple.res (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluOffset.json (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluOffset.onnx (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluOffset.res (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluSimple.json (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluSimple.onnx (100%) rename mlir-assigner/tests/Ops/{Onnx => Problematic}/Trilu/TriluSimple.res (100%) diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.json b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.json similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.json rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.json diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.onnx b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.onnx similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.onnx rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.res b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.res similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotFloat.res rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotFloat.res diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.json b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.json similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.json rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.json diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.onnx b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.onnx similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.onnx rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.res b/mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.res similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/OneHot/OneHotSimple.res rename to mlir-assigner/tests/Ops/Problematic/OneHot/OneHotSimple.res diff --git a/mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.json b/mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.json similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.json rename to mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.json diff --git a/mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.onnx b/mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.onnx similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.onnx rename to mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.res b/mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.res similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/ReverseSequence/ReverseSequenceSimple.res rename to mlir-assigner/tests/Ops/Problematic/ReverseSequence/ReverseSequenceSimple.res diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.json b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.json similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.json rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.json diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.onnx b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.onnx similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.onnx rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.res b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.res similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluOffset.res rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluOffset.res diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.json b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.json similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.json rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.json diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.onnx b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.onnx similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.onnx rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.onnx diff --git a/mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.res b/mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.res similarity index 100% rename from mlir-assigner/tests/Ops/Onnx/Trilu/TriluSimple.res rename to mlir-assigner/tests/Ops/Problematic/Trilu/TriluSimple.res From 7fff654b72532f698f90b0bda3c1a6b1c85eb113 Mon Sep 17 00:00:00 2001 From: Franco Nieddu Date: Thu, 11 Jan 2024 10:20:07 +0100 Subject: [PATCH 5/5] removed pow from NeedsBluePrintCompoenent --- .../LRN/LRNSimple.json | 1 - .../LRN/LRNSimple.mlir | 37 --------------- .../LRN/LRNSimple.onnx | 16 ------- .../NeedsBlueprintComponent/LRN/LRNSimple.res | 3 -- .../Pow/PowPublicBase.json | 1 - .../Pow/PowPublicBase.mlir | 17 ------- .../Pow/PowPublicBase.onnx | Bin 155 -> 0 bytes .../Pow/PowPublicBase.res | 3 -- .../Pow/PowPublicExponent.json | 1 - .../Pow/PowPublicExponent.mlir | 17 ------- .../Pow/PowPublicExponent.onnx | Bin 159 -> 0 bytes .../Pow/PowPublicExponent.res | 3 -- .../Ops/Problematic/CumSum/CumSumSimple.json | 1 + .../Ops/Problematic/CumSum/CumSumSimple.mlir | 43 ++++++++++++++++++ .../Ops/Problematic/CumSum/CumSumSimple.onnx | 12 +++++ .../Ops/Problematic/CumSum/CumSumSimple.res | 3 ++ 16 files changed, 59 insertions(+), 99 deletions(-) delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.json delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.mlir delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.onnx delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.res delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.json delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.mlir delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.onnx delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.res delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.json delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.mlir delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.onnx delete mode 100644 mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.res create mode 100644 mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.json create mode 100644 mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.mlir create mode 100644 mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.onnx create mode 100644 mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.res diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.json b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.json deleted file mode 100644 index eb559ff..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.json +++ /dev/null @@ -1 +0,0 @@ -[{"memref": {"data": [0.7279052734375, 0.621490478515625, 0.04486083984375, 0.5573883056640625, 0.324981689453125, 0.1620330810546875, 0.1077880859375, 0.618438720703125, 0.8605804443359375, 0.59765625, 0.6006011962890625, 0.997772216796875, 0.696502685546875, 0.0393524169921875, 0.1822662353515625, 0.9929656982421875, 0.78680419921875, 0.7318267822265625, 0.792724609375, 0.4756622314453125, 0.7882080078125, 0.873779296875, 0.911834716796875, 0.5997467041015625, 0.4006500244140625, 0.3631591796875, 0.1025848388671875, 0.2843017578125, 0.4908294677734375, 0.338470458984375, 0.92584228515625, 0.667022705078125, 0.4026031494140625, 0.86328125, 0.2275238037109375, 0.73919677734375, 0.1604766845703125, 0.5344696044921875, 0.0757904052734375, 0.399993896484375, 0.1120452880859375, 0.1246185302734375, 0.264617919921875, 0.280975341796875, 0.401458740234375, 0.213592529296875, 0.482635498046875, 0.32525634765625, 0.4530181884765625, 0.6632843017578125, 0.1862030029296875, 0.3113555908203125, 0.5822601318359375, 0.2676544189453125, 0.3687896728515625, 0.528076171875, 0.8389129638671875, 0.3170013427734375, 0.1890411376953125, 0.0565338134765625, 0.5130615234375, 0.24725341796875, 0.8300628662109375, 0.1053314208984375, 0.71319580078125, 0.0542144775390625, 0.65972900390625, 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a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.mlir +++ /dev/null @@ -1,37 +0,0 @@ -#map = affine_map<(d0) -> (0, d0 - 1)> -#map1 = affine_map<(d0) -> (5, d0 + 2)> -module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "lrnsimple.mlir"} { - func.func @main_graph(%arg0: memref<5x5x5x5xf32>) -> memref<5x5x5x5xf32> attributes {input_names = ["in_a"], llvm.emit_c_interface, output_names = ["out_a"]} { - %cst = arith.constant 0.000000e+00 : f32 - %cst_0 = arith.constant 1.000000e+00 : f32 - %cst_1 = arith.constant 3.33333337E-5 : f32 - %cst_2 = arith.constant 7.500000e-01 : f32 - %alloc = memref.alloc() {alignment = 16 : i64} : memref<5x5x5x5xf32> - affine.for %arg1 = 0 to 5 { - affine.for %arg2 = 0 to 5 { - affine.for %arg3 = 0 to 5 { - affine.for %arg4 = 0 to 5 { - %alloc_3 = memref.alloc() : memref - affine.store %cst, %alloc_3[] : memref - affine.for %arg5 = max #map(%arg2) to min #map1(%arg2) { - %6 = affine.load %arg0[%arg1, %arg5, %arg3, %arg4] : memref<5x5x5x5xf32> - %7 = arith.mulf %6, %6 : f32 - %8 = affine.load %alloc_3[] : memref - %9 = arith.addf %8, %7 : f32 - affine.store %9, %alloc_3[] : memref - } - %0 = affine.load %arg0[%arg1, %arg2, %arg3, %arg4] : memref<5x5x5x5xf32> - %1 = affine.load %alloc_3[] : memref - %2 = arith.mulf %1, %cst_1 : f32 - %3 = arith.addf %2, %cst_0 : f32 - %4 = math.powf %3, %cst_2 : f32 - %5 = arith.divf %0, %4 : f32 - affine.store %5, %alloc[%arg1, %arg2, %arg3, %arg4] : memref<5x5x5x5xf32> - } - } - } - } - return %alloc : memref<5x5x5x5xf32> - } - "krnl.entry_point"() {func = @main_graph, numInputs = 1 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [5 , 5 , 5 , 5] , \22name\22 : \22in_a\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [5 , 5 , 5 , 5] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () -} diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.onnx b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.onnx deleted file mode 100644 index d5aec8f..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.onnx +++ /dev/null @@ -1,16 +0,0 @@ - :m - -in_aout_a"LRN* -size� LRNSimpleZ -in_a - - - - -b -out_a - - - - -B \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.res b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.res deleted file mode 100644 index 6ec8fec..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/LRN/LRNSimple.res +++ /dev/null @@ -1,3 +0,0 @@ -Result: -memref<5x5x5x5xf32>[0.7278932332992554, 0.6214843392372131, 0.04486075043678284, 0.5573806762695312, 0.32497990131378174, 0.16202950477600098, 0.10778684914112091, 0.6184303164482117, 0.8605485558509827, 0.5976501703262329, 0.6005876064300537, 0.9977467656135559, 0.6964892148971558, 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0.8932574391365051, 0.9359369874000549, 0.46795371174812317, 0.9637311697006226, 0.3642718493938446, 0.9210003018379211, 0.1938772201538086, 0.9677274227142334, 0.8152120113372803, 0.8667967915534973, 0.23879826068878174, 0.8540950417518616, 0.258508563041687, 0.5231489539146423, 0.6585100293159485, 0.18745402991771698, 0.2615649402141571, 0.2875477075576782, 0.4155407249927521, 0.09849541634321213, 0.5848528742790222, 0.20886071026325226, 0.7990167140960693, 0.6296374797821045] -ADD THE ROWS HERE \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.json b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.json deleted file mode 100644 index 2459e46..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.json +++ /dev/null @@ -1 +0,0 @@ -[{"memref": {"data": [0.25299072265625, 0.5795745849609375, 0.419647216796875, 0.5677490234375, 0.5795135498046875, 0.6259613037109375, 0.6096954345703125, 0.8977203369140625, 0.34307861328125, 0.5006256103515625], "dims": [1, 10], "type": "f32"}}] diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.mlir b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.mlir deleted file mode 100644 index 7f0c664..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.mlir +++ /dev/null @@ -1,17 +0,0 @@ -module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "powpublicbase.mlir"} { - func.func @main_graph(%arg0: memref<1x10xf32>) -> memref<1x10xf32> attributes {input_names = ["in_b"], llvm.emit_c_interface, output_names = ["out_a"]} { - %c0 = arith.constant 0 : index - %0 = "krnl.global"() {name = "constant_0", shape = [1, 10], value = dense<2.000000e+00> : tensor<1x10xf32>} : () -> memref<1x10xf32> - %alloc = memref.alloc() {alignment = 16 : i64} : memref<1x10xf32> - affine.for %arg1 = 0 to 1 { - affine.for %arg2 = 0 to 10 { - %1 = affine.load %0[%c0, %arg2] : memref<1x10xf32> - %2 = affine.load %arg0[%c0, %arg2] : memref<1x10xf32> - %3 = math.powf %1, %2 : f32 - affine.store %3, %alloc[%arg1, %arg2] : memref<1x10xf32> - } - } - return %alloc : memref<1x10xf32> - } - "krnl.entry_point"() {func = @main_graph, numInputs = 1 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22in_b\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () -} diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.onnx b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicBase.onnx deleted file mode 100644 index dc46445f61102790f58d772f0138761a57a00244..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 155 zcmd#IfkZ%QQch;FQ(|$dmKg^l2bTb& tk_H0Ar3Ak4n`p6N)qRSSSExf;lv~$0sz[4, 4, 4, 4, 4, 4, 4, 4, 4, 4] -ADD THE ROWS HERE \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.json b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.json deleted file mode 100644 index c7abcfe..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.json +++ /dev/null @@ -1 +0,0 @@ -[{"memref": {"data": [0.919586181640625, 0.2015838623046875, 0.2564697265625, 0.3241424560546875, 0.3890228271484375, 0.4170989990234375, 0.6596832275390625, 0.7839508056640625, 0.1458587646484375, 0.4071502685546875], "dims": [1, 10], "type": "f32"}}, {"memref": {"data": [3, 3, 3, 3, 3, 3, 3, 3, 3, 3], "dims": [1, 10], "type": "f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.mlir b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.mlir deleted file mode 100644 index 4c2d8cc..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.mlir +++ /dev/null @@ -1,17 +0,0 @@ -module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "powpublicexponent.mlir"} { - func.func @main_graph(%arg0: memref<1x10xf32>) -> memref<1x10xf32> attributes {input_names = ["in_a"], llvm.emit_c_interface, output_names = ["out_a"]} { - %c0 = arith.constant 0 : index - %0 = "krnl.global"() {name = "constant_0", shape = [1, 10], value = dense<3.000000e+00> : tensor<1x10xf32>} : () -> memref<1x10xf32> - %alloc = memref.alloc() {alignment = 16 : i64} : memref<1x10xf32> - affine.for %arg1 = 0 to 1 { - affine.for %arg2 = 0 to 10 { - %1 = affine.load %arg0[%c0, %arg2] : memref<1x10xf32> - %2 = affine.load %0[%c0, %arg2] : memref<1x10xf32> - %3 = math.powf %1, %2 : f32 - affine.store %3, %alloc[%arg1, %arg2] : memref<1x10xf32> - } - } - return %alloc : memref<1x10xf32> - } - "krnl.entry_point"() {func = @main_graph, numInputs = 1 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22in_a\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 10] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () -} diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.onnx b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.onnx deleted file mode 100644 index 8baeb091191446662c84d913acfadd3dc04875fd..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 159 zcmdz;fkZ%QQch;FYehkRUTR*6mKg^l y2bTb&k_H2Vg99F5$!^AOZlRJsivc diff --git a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.res b/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.res deleted file mode 100644 index e4cf932..0000000 --- a/mlir-assigner/tests/Ops/NeedsBlueprintComponent/Pow/PowPublicExponent.res +++ /dev/null @@ -1,3 +0,0 @@ -Result: -memref<1x10xf32>[0.7776377201080322, 0.00819157250225544, 0.016869736835360527, 0.03405710682272911, 0.058874230831861496, 0.07256337255239487, 0.2870822548866272, 0.4817996025085449, 0.0031031130347400904, 0.06749384850263596] -ADD THE ROWS HERE \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.json b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.json new file mode 100644 index 0000000..2749312 --- /dev/null +++ b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.json @@ -0,0 +1 @@ +[{"memref": {"data": [0.863128662109375, 0.9586029052734375, 0.882354736328125, 0.1265869140625, 0.845703125, 0.1936492919921875, 0.6169281005859375, 0.9657135009765625, 0.6363525390625, 0.4542388916015625, 0.6410369873046875, 0.8735504150390625, 0.3882904052734375, 0.835235595703125, 0.3632965087890625, 0.9285125732421875, 0.348907470703125, 0.7984161376953125, 0.7083587646484375, 0.02813720703125, 0.947784423828125, 0.0034942626953125, 0.203033447265625, 0.0853729248046875, 0.5583343505859375], "dims": [1, 25], "type": "f32"}}] \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.mlir b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.mlir new file mode 100644 index 0000000..8d19a86 --- /dev/null +++ b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.mlir @@ -0,0 +1,43 @@ +module attributes {llvm.data_layout = "e-m:e-p270:32:32-p271:32:32-p272:64:64-i64:64-f80:128-n8:16:32:64-S128", llvm.target_triple = "x86_64-pc-linux-gnu", "onnx-mlir.symbol-postfix" = "cumsumsimple.mlir"} { + func.func @main_graph(%arg0: memref<1x25xf32>) -> memref<1x25xf32> attributes {input_names = ["in_a"], llvm.emit_c_interface, output_names = ["out_a"]} { + %cst = arith.constant 0.693147182 : f32 + %cst_0 = arith.constant 0.000000e+00 : f32 + %c0 = arith.constant 0 : index + %alloc = memref.alloc() {alignment = 16 : i64} : memref<1x25xf32> + %alloc_1 = memref.alloc() {alignment = 16 : i64} : memref<1x25xf32> + affine.for %arg1 = 0 to 1 { + affine.for %arg2 = 0 to 25 { + %0 = affine.load %arg0[%arg1, %arg2] : memref<1x25xf32> + affine.store %0, %alloc_1[%arg1, %arg2] : memref<1x25xf32> + } + } + affine.for %arg1 = 0 to 5 { + %0 = arith.index_cast %arg1 : index to i64 + %1 = arith.sitofp %0 : i64 to f32 + %2 = arith.mulf %1, %cst : f32 + %3 = math.exp %2 : f32 + %4 = arith.fptosi %3 : f32 to i64 + %5 = arith.index_cast %4 : i64 to index + affine.for %arg2 = 0 to 1 { + affine.for %arg3 = 0 to 25 { + %6 = affine.load %alloc_1[%arg2, %arg3] : memref<1x25xf32> + %7 = arith.subi %arg3, %5 : index + %8 = arith.cmpi sge, %7, %c0 : index + %9 = arith.select %8, %7, %arg3 : index + %10 = memref.load %alloc_1[%arg2, %9] : memref<1x25xf32> + %11 = arith.select %8, %10, %cst_0 : f32 + %12 = arith.addf %6, %11 : f32 + affine.store %12, %alloc[%arg2, %arg3] : memref<1x25xf32> + } + } + affine.for %arg2 = 0 to 1 { + affine.for %arg3 = 0 to 25 { + %6 = affine.load %alloc[%arg2, %arg3] : memref<1x25xf32> + affine.store %6, %alloc_1[%arg2, %arg3] : memref<1x25xf32> + } + } + } + return %alloc : memref<1x25xf32> + } + "krnl.entry_point"() {func = @main_graph, numInputs = 1 : i32, numOutputs = 1 : i32, signature = "[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 25] , \22name\22 : \22in_a\22 }\0A\0A]\00@[ { \22type\22 : \22f32\22 , \22dims\22 : [1 , 25] , \22name\22 : \22out_a\22 }\0A\0A]\00"} : () -> () +} diff --git a/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.onnx b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.onnx new file mode 100644 index 0000000..9fce9f5 --- /dev/null +++ b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.onnx @@ -0,0 +1,12 @@ + :i + +in_a +in_bout_a"CumSum CumSumSimple* :Bin_bZ +in_a +  + +b +out_a +  + +B \ No newline at end of file diff --git a/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.res b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.res new file mode 100644 index 0000000..22a381e --- /dev/null +++ b/mlir-assigner/tests/Ops/Problematic/CumSum/CumSumSimple.res @@ -0,0 +1,3 @@ +Result: +memref<1x25xf32>[0.863128662109375, 1.8217315673828125, 2.7040863037109375, 2.8306732177734375, 3.6763763427734375, 3.870025634765625, 4.4869537353515625, 5.452667236328125, 6.089019775390625, 6.5432586669921875, 7.184295654296875, 8.057846069335938, 8.446136474609375, 9.2813720703125, 9.644668579101562, 10.57318115234375, 10.922088623046875, 11.720504760742188, 12.428863525390625, 12.457000732421875, 13.40478515625, 13.408279418945312, 13.611312866210938, 13.696685791015625, 14.255020141601562] +ADD THE ROWS HERE \ No newline at end of file