From be77fb26b81acc1d04dbbf735b6d064dbfd788b8 Mon Sep 17 00:00:00 2001 From: rudy Date: Wed, 6 Sep 2023 17:26:28 +0200 Subject: [PATCH] feat(compiler): bench, cifar-16 --- .../benchmarks_cpu/cifar-16.yaml | 81 +++++++++++++++++++ 1 file changed, 81 insertions(+) create mode 100644 compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml 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 new file mode 100644 index 000000000..ad3529a00 --- /dev/null +++ b/compilers/concrete-compiler/compiler/tests/end_to_end_fixture/benchmarks_cpu/cifar-16.yaml @@ -0,0 +1,81 @@ +# show key sharing effect on a real example +# same partition between padding-TLU and 4bits-TLU +# erase a conversion at the start of rounding to 4 bits +description: cifar-16-1.2.0rc0 +program: | + module { + func.func @main(%arg0_1_dim: tensor<1x!FHE.esint<13>>) -> tensor<1x10x!FHE.eint<8>> { + %arg0_cst = arith.constant dense<0> : tensor<1x3x32x32xi14> + %arg0 = "FHELinalg.add_eint_int"(%arg0_1_dim, %arg0_cst) : (tensor<1x!FHE.esint<13>>, tensor<1x3x32x32xi14>) -> tensor<1x3x32x32x!FHE.esint<13>> + %cst = arith.constant 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: tensor<64x3x3x3xi14> + %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<64x3x3x3xi14>) -> tensor<1x64x30x30x!FHE.esint<13>> + %1 = "FHELinalg.round"(%0) : (tensor<1x64x30x30x!FHE.esint<13>>) -> tensor<1x64x30x30x!FHE.esint<6>> + %cst_0 = arith.constant 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: tensor<1x64x28x28xindex> + %cst_4 = arith.constant 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: tensor<19x64xi64> + %5 = "FHELinalg.apply_mapped_lookup_table"(%4, %cst_4, %cst_3) : (tensor<1x64x28x28x!FHE.esint<6>>, tensor<19x64xi64>, tensor<1x64x28x28xindex>) -> tensor<1x64x28x28x!FHE.esint<4>> + %cst_5 = arith.constant 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: tensor<64x64x2x2xi5> + %6 = "FHELinalg.conv2d"(%5, %cst_5) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<2> : tensor<2xi64>} : (tensor<1x64x28x28x!FHE.esint<4>>, tensor<64x64x2x2xi5>) -> tensor<1x64x14x14x!FHE.esint<4>> + %cst_6 = arith.constant dense<[0, 0, 0, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, -1, 0, 0]> : tensor<16xi64> + %7 = "FHELinalg.apply_lookup_table"(%6, %cst_6) : (tensor<1x64x14x14x!FHE.esint<4>>, tensor<16xi64>) -> tensor<1x64x14x14x!FHE.esint<9>> + %cst_7 = arith.constant 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: tensor<1x128x12x12xindex> + %cst_9 = arith.constant 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: tensor<256x256x3x3xi11> + %19 = "FHELinalg.conv2d"(%18, %cst_17) {dilations = dense<1> : tensor<2xi64>, group = 1 : i64, padding = dense<0> : tensor<4xi64>, strides = dense<1> : tensor<2xi64>} : (tensor<1x256x3x3x!FHE.esint<10>>, tensor<256x256x3x3xi11>) -> tensor<1x256x1x1x!FHE.esint<10>> + %20 = "FHELinalg.round"(%19) : (tensor<1x256x1x1x!FHE.esint<10>>) -> tensor<1x256x1x1x!FHE.esint<6>> + %cst_18 = arith.constant 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: tensor<1x256x1x1xindex> + %cst_19 = arith.constant 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: tensor<56x64xi64> + %21 = "FHELinalg.apply_mapped_lookup_table"(%20, %cst_19, %cst_18) : (tensor<1x256x1x1x!FHE.esint<6>>, tensor<56x64xi64>, tensor<1x256x1x1xindex>) -> tensor<1x256x1x1x!FHE.esint<8>> + %collapsed = tensor.collapse_shape %21 [[0], [1, 2, 3]] : tensor<1x256x1x1x!FHE.esint<8>> into tensor<1x256x!FHE.esint<8>> + %cst_20 = arith.constant 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: tensor<512x512xi10> + %25 = "FHELinalg.matmul_eint_int"(%24, %cst_23) : (tensor<1x512x!FHE.esint<9>>, tensor<512x512xi10>) -> tensor<1x512x!FHE.esint<9>> + %26 = "FHELinalg.round"(%25) : (tensor<1x512x!FHE.esint<9>>) -> tensor<1x512x!FHE.esint<6>> + %cst_24 = arith.constant 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: tensor<1x512xindex> + %cst_25 = arith.constant 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: tensor<512x10xi11> + %28 = "FHELinalg.matmul_eint_int"(%27, %cst_26) : (tensor<1x512x!FHE.esint<10>>, tensor<512x10xi11>) -> tensor<1x10x!FHE.esint<10>> + %29 = "FHELinalg.round"(%28) : (tensor<1x10x!FHE.esint<10>>) -> tensor<1x10x!FHE.esint<6>> + %cst_27 = 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> + %30 = "FHELinalg.apply_lookup_table"(%29, %cst_27) : (tensor<1x10x!FHE.esint<6>>, tensor<64xi64>) -> tensor<1x10x!FHE.eint<8>> + return %30 : tensor<1x10x!FHE.eint<8>> + } + } +p-error: 6.3342483999973e-05 +tests: + - inputs: + - tensor: [1] + shape: [1] + outputs: + - tensor: [1] + shape: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0]