From 9fb9ec167bc54bb4daa3f9ea7d3fd3d36fe22c26 Mon Sep 17 00:00:00 2001 From: Bourgerie Quentin Date: Wed, 25 Sep 2024 15:00:23 +0200 Subject: [PATCH] test(compiler): Add latest cifar benchmark --- .../benchmarks_cpu/cifar-16.yaml | 102 ++++++++++++++++++ 1 file changed, 102 insertions(+) diff --git a/compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml b/compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml index 0c61115f53..a6124cffa8 100644 --- a/compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml +++ b/compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml @@ -80,3 +80,105 @@ tests: outputs: - tensor: [1] shape: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0] +--- +description: cifar-16-2.8.0-rc6 +program: | + func.func @main(%arg0: tensor<1x3x32x32x!FHE.esint<13>>) -> tensor<1x10x!FHE.eint<8>> { + %cst = arith.constant 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: tensor<64x3x3x3xi3> + %0 = "FHELinalg.conv2d"(%arg0, %cst) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x3x32x32x!FHE.esint<13>>, tensor<64x3x3x3xi3>) -> tensor<1x64x30x30x!FHE.esint<13>> + %c281474976710655_i63 = arith.constant 281474976710655 : i63 + %1 = "FHELinalg.reinterpret_precision"(%0) : (tensor<1x64x30x30x!FHE.esint<13>>) -> tensor<1x64x30x30x!FHE.esint<62>> + %from_elements = tensor.from_elements %c281474976710655_i63 : tensor<1xi63> + %2 = "FHELinalg.add_eint_int"(%1, %from_elements) : (tensor<1x64x30x30x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x64x30x30x!FHE.esint<62>> + %3 = "FHELinalg.reinterpret_precision"(%2) : (tensor<1x64x30x30x!FHE.esint<62>>) -> tensor<1x64x30x30x!FHE.esint<6>> + %cst_0 = arith.constant 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: tensor<17x64xi64> + %4 = "FHELinalg.apply_mapped_lookup_table"(%3, %cst_1, %cst_0) : (tensor<1x64x30x30x!FHE.esint<6>>, tensor<17x64xi64>, tensor<1x64x30x30xindex>) -> tensor<1x64x30x30x!FHE.esint<10>> + %cst_2 = arith.constant 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: tensor<64x64x3x3xi3> + %5 = "FHELinalg.conv2d"(%4, %cst_2) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x64x30x30x!FHE.esint<10>>, tensor<64x64x3x3xi3>) -> tensor<1x64x28x28x!FHE.esint<10>> + %c2251799813685247_i63 = arith.constant 2251799813685247 : i63 + %6 = "FHELinalg.reinterpret_precision"(%5) : (tensor<1x64x28x28x!FHE.esint<10>>) -> tensor<1x64x28x28x!FHE.esint<62>> + %from_elements_3 = tensor.from_elements %c2251799813685247_i63 : tensor<1xi63> + %7 = "FHELinalg.add_eint_int"(%6, %from_elements_3) : (tensor<1x64x28x28x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x64x28x28x!FHE.esint<62>> + %8 = "FHELinalg.reinterpret_precision"(%7) : (tensor<1x64x28x28x!FHE.esint<62>>) -> tensor<1x64x28x28x!FHE.esint<6>> + %cst_4 = arith.constant 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: tensor<1x64x28x28xindex> + %cst_5 = arith.constant 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: tensor<19x64xi64> + %9 = "FHELinalg.apply_mapped_lookup_table"(%8, %cst_5, %cst_4) : (tensor<1x64x28x28x!FHE.esint<6>>, tensor<19x64xi64>, tensor<1x64x28x28xindex>) -> tensor<1x64x28x28x!FHE.esint<4>> + %cst_6 = arith.constant 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: tensor<64x64x2x2xi2> + %10 = "FHELinalg.conv2d"(%9, %cst_6) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<2> : tensor<2xi64>} : (tensor<1x64x28x28x!FHE.esint<4>>, tensor<64x64x2x2xi2>) -> tensor<1x64x14x14x!FHE.esint<4>> + %cst_7 = arith.constant dense<[0, 0, 0, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, -1, 0, 0]> : tensor<16xi64> + %11 = "FHELinalg.apply_lookup_table"(%10, %cst_7) : (tensor<1x64x14x14x!FHE.esint<4>>, tensor<16xi64>) -> tensor<1x64x14x14x!FHE.esint<9>> + %cst_8 = arith.constant 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: tensor<128x64x3x3xi3> + %12 = "FHELinalg.conv2d"(%11, %cst_8) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x64x14x14x!FHE.esint<9>>, tensor<128x64x3x3xi3>) -> tensor<1x128x12x12x!FHE.esint<9>> + %c4503599627370495_i63 = arith.constant 4503599627370495 : i63 + %13 = "FHELinalg.reinterpret_precision"(%12) : (tensor<1x128x12x12x!FHE.esint<9>>) -> tensor<1x128x12x12x!FHE.esint<62>> + %from_elements_9 = tensor.from_elements %c4503599627370495_i63 : tensor<1xi63> + %14 = "FHELinalg.add_eint_int"(%13, %from_elements_9) : (tensor<1x128x12x12x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x128x12x12x!FHE.esint<62>> + %15 = "FHELinalg.reinterpret_precision"(%14) : (tensor<1x128x12x12x!FHE.esint<62>>) -> tensor<1x128x12x12x!FHE.esint<6>> + %cst_10 = arith.constant 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: tensor<1x128x12x12xindex> + %cst_11 = arith.constant 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: tensor<46x64xi64> + %16 = "FHELinalg.apply_mapped_lookup_table"(%15, %cst_11, %cst_10) : (tensor<1x128x12x12x!FHE.esint<6>>, tensor<46x64xi64>, tensor<1x128x12x12xindex>) -> tensor<1x128x12x12x!FHE.esint<10>> + %cst_12 = arith.constant 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: tensor<128x128x3x3xi3> + %17 = "FHELinalg.conv2d"(%16, %cst_12) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x128x12x12x!FHE.esint<10>>, tensor<128x128x3x3xi3>) -> tensor<1x128x10x10x!FHE.esint<10>> + %18 = "FHELinalg.reinterpret_precision"(%17) : (tensor<1x128x10x10x!FHE.esint<10>>) -> tensor<1x128x10x10x!FHE.esint<62>> + %19 = "FHELinalg.add_eint_int"(%18, %from_elements_3) : (tensor<1x128x10x10x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x128x10x10x!FHE.esint<62>> + %20 = "FHELinalg.reinterpret_precision"(%19) : (tensor<1x128x10x10x!FHE.esint<62>>) -> tensor<1x128x10x10x!FHE.esint<6>> + %cst_13 = arith.constant 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: tensor<256x128x3x3xi3> + %24 = "FHELinalg.conv2d"(%23, %cst_16) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x128x5x5x!FHE.esint<9>>, tensor<256x128x3x3xi3>) -> tensor<1x256x3x3x!FHE.esint<9>> + %25 = "FHELinalg.reinterpret_precision"(%24) : (tensor<1x256x3x3x!FHE.esint<9>>) -> tensor<1x256x3x3x!FHE.esint<62>> + %26 = "FHELinalg.add_eint_int"(%25, %from_elements_9) : (tensor<1x256x3x3x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x256x3x3x!FHE.esint<62>> + %27 = "FHELinalg.reinterpret_precision"(%26) : (tensor<1x256x3x3x!FHE.esint<62>>) -> tensor<1x256x3x3x!FHE.esint<6>> + %cst_17 = arith.constant 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: tensor<87x64xi64> + %28 = "FHELinalg.apply_mapped_lookup_table"(%27, %cst_18, %cst_17) : (tensor<1x256x3x3x!FHE.esint<6>>, tensor<87x64xi64>, tensor<1x256x3x3xindex>) -> tensor<1x256x3x3x!FHE.esint<10>> + %cst_19 = arith.constant 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: tensor<256x256x3x3xi3> + %29 = "FHELinalg.conv2d"(%28, %cst_19) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x256x3x3x!FHE.esint<10>>, tensor<256x256x3x3xi3>) -> tensor<1x256x1x1x!FHE.esint<10>> + %30 = "FHELinalg.reinterpret_precision"(%29) : (tensor<1x256x1x1x!FHE.esint<10>>) -> tensor<1x256x1x1x!FHE.esint<62>> + %31 = "FHELinalg.add_eint_int"(%30, %from_elements_3) : (tensor<1x256x1x1x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x256x1x1x!FHE.esint<62>> + %32 = "FHELinalg.reinterpret_precision"(%31) : (tensor<1x256x1x1x!FHE.esint<62>>) -> tensor<1x256x1x1x!FHE.esint<6>> + %cst_20 = arith.constant 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: tensor<1x256x1x1xindex> + %cst_21 = arith.constant 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: tensor<56x64xi64> + %33 = "FHELinalg.apply_mapped_lookup_table"(%32, %cst_21, %cst_20) : (tensor<1x256x1x1x!FHE.esint<6>>, tensor<56x64xi64>, tensor<1x256x1x1xindex>) -> tensor<1x256x1x1x!FHE.esint<8>> + %collapsed = tensor.collapse_shape %33 [[0], [1, 2, 3]] : tensor<1x256x1x1x!FHE.esint<8>> into tensor<1x256x!FHE.esint<8>> + %cst_22 = arith.constant 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: tensor<256x512xi3> + %34 = "FHELinalg.matmul_eint_int"(%collapsed, %cst_22) : (tensor<1x256x!FHE.esint<8>>, tensor<256x512xi3>) -> tensor<1x512x!FHE.esint<8>> + %c9007199254740991_i63 = arith.constant 9007199254740991 : i63 + %35 = "FHELinalg.reinterpret_precision"(%34) : (tensor<1x512x!FHE.esint<8>>) -> tensor<1x512x!FHE.esint<62>> + %from_elements_23 = tensor.from_elements %c9007199254740991_i63 : tensor<1xi63> + %36 = "FHELinalg.add_eint_int"(%35, %from_elements_23) : (tensor<1x512x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x512x!FHE.esint<62>> + %37 = "FHELinalg.reinterpret_precision"(%36) : (tensor<1x512x!FHE.esint<62>>) -> tensor<1x512x!FHE.esint<6>> + %cst_24 = arith.constant 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: tensor<70x64xi64> + %38 = "FHELinalg.apply_mapped_lookup_table"(%37, %cst_25, %cst_24) : (tensor<1x512x!FHE.esint<6>>, tensor<70x64xi64>, tensor<1x512xindex>) -> tensor<1x512x!FHE.esint<9>> + %cst_26 = arith.constant 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: tensor<512x512xi3> + %39 = "FHELinalg.matmul_eint_int"(%38, %cst_26) : (tensor<1x512x!FHE.esint<9>>, tensor<512x512xi3>) -> tensor<1x512x!FHE.esint<9>> + %40 = "FHELinalg.reinterpret_precision"(%39) : (tensor<1x512x!FHE.esint<9>>) -> tensor<1x512x!FHE.esint<62>> + %41 = "FHELinalg.add_eint_int"(%40, %from_elements_9) : (tensor<1x512x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x512x!FHE.esint<62>> + %42 = "FHELinalg.reinterpret_precision"(%41) : (tensor<1x512x!FHE.esint<62>>) -> tensor<1x512x!FHE.esint<6>> + %cst_27 = arith.constant 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: tensor<1x512xindex> + %cst_28 = arith.constant 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: tensor<58x64xi64> + %43 = "FHELinalg.apply_mapped_lookup_table"(%42, %cst_28, %cst_27) : (tensor<1x512x!FHE.esint<6>>, tensor<58x64xi64>, tensor<1x512xindex>) -> tensor<1x512x!FHE.esint<10>> + %cst_29 = arith.constant 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: tensor<512x10xi3> + %44 = "FHELinalg.matmul_eint_int"(%43, %cst_29) : (tensor<1x512x!FHE.esint<10>>, tensor<512x10xi3>) -> tensor<1x10x!FHE.esint<10>> + %45 = "FHELinalg.reinterpret_precision"(%44) : (tensor<1x10x!FHE.esint<10>>) -> tensor<1x10x!FHE.esint<62>> + %46 = "FHELinalg.add_eint_int"(%45, %from_elements_3) : (tensor<1x10x!FHE.esint<62>>, tensor<1xi63>) -> tensor<1x10x!FHE.esint<62>> + %47 = "FHELinalg.reinterpret_precision"(%46) : (tensor<1x10x!FHE.esint<62>>) -> tensor<1x10x!FHE.esint<6>> + %cst_30 = arith.constant dense<[70, 80, 89, 99, 109, 118, 128, 138, 148, 157, 167, 177, 186, 196, 206, 216, 225, 235, 245, 254, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 12, 21, 31, 41, 50, 60]> : tensor<64xi64> + %48 = "FHELinalg.apply_lookup_table"(%47, %cst_30) : (tensor<1x10x!FHE.esint<6>>, tensor<64xi64>) -> tensor<1x10x!FHE.eint<8>> + return %48 : tensor<1x10x!FHE.eint<8>> + } +p-error: 0.01 +tests: + - inputs: + - tensor: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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