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module { |
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tt.func public @triton__0d1d2d3d4d5d6d7de8(%arg0: !tt.ptr<f32, 1> {tt.divisibility = 16 : i32}, %arg1: !tt.ptr<i64, 1> {tt.divisibility = 16 : i32}, %arg2: !tt.ptr<f32, 1> {tt.divisibility = 16 : i32}, %arg3: !tt.ptr<f32, 1> {tt.divisibility = 16 : i32}, %arg4: !tt.ptr<bf16, 1> {tt.divisibility = 16 : i32}, %arg5: !tt.ptr<bf16, 1> {tt.divisibility = 16 : i32}, %arg6: !tt.ptr<bf16, 1> {tt.divisibility = 16 : i32}, %arg7: i64 {tt.divisibility = 16 : i32, tt.max_divisibility = 16 : i32}, %arg8: i64) attributes {noinline = false} { |
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%cst = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16> |
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%cst_0 = arith.constant dense<0.000000e+00> : tensor<1x1xf32> |
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%c50257_i64 = arith.constant 50257 : i64 |
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%c50257_i32 = arith.constant 50257 : i32 |
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%c2048_i32 = arith.constant 2048 : i32 |
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%c0_i32 = arith.constant 0 : i32 |
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%cst_1 = arith.constant dense<50257> : tensor<1x2048xi64> |
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%cst_2 = arith.constant dense<-1> : tensor<1x1xi64> |
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%cst_3 = arith.constant dense<0.000000e+00> : tensor<1x2048xf32> |
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%0 = tt.get_program_id x : i32 |
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%1 = arith.extsi %0 : i32 to i64 |
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%2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32> |
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%3 = tt.expand_dims %2 {axis = 0 : i32} : (tensor<2048xi32>) -> tensor<1x2048xi32> |
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%4 = arith.extsi %3 : tensor<1x2048xi32> to tensor<1x2048xi64> |
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%5 = tt.addptr %arg1, %1 : !tt.ptr<i64, 1>, i64 |
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%6 = tt.splat %5 : (!tt.ptr<i64, 1>) -> tensor<1x1x!tt.ptr<i64, 1>> |
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%7 = tt.load %6 {cache = 1 : i32, evict = 3 : i32, isVolatile = false} : tensor<1x1xi64> |
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%8 = tt.addptr %arg2, %c0_i32 : !tt.ptr<f32, 1>, i32 |
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%9 = tt.load %8 {cache = 1 : i32, evict = 1 : i32, isVolatile = false} : f32 |
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%10 = tt.addptr %arg3, %c0_i32 : !tt.ptr<f32, 1>, i32 |
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%11 = tt.load %10 {cache = 1 : i32, evict = 1 : i32, isVolatile = false} : f32 |
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%12 = arith.muli %1, %c50257_i64 : i64 |
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%13 = tt.splat %12 : (i64) -> tensor<1x2048xi64> |
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%14 = tt.splat %arg0 : (!tt.ptr<f32, 1>) -> tensor<1x2048x!tt.ptr<f32, 1>> |
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%15 = arith.cmpi ne, %7, %cst_2 : tensor<1x1xi64> |
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%16 = arith.divf %9, %11 : f32 |
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%17 = tt.splat %16 : (f32) -> tensor<1x1xf32> |
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%18 = arith.select %15, %17, %cst_0 : tensor<1x1xi1>, tensor<1x1xf32> |
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%19 = tt.broadcast %18 : (tensor<1x1xf32>) -> tensor<1x2048xf32> |
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%20 = scf.for %arg9 = %c0_i32 to %c50257_i32 step %c2048_i32 iter_args(%arg10 = %cst_3) -> (tensor<1x2048xf32>) : i32 { |
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%35 = arith.extsi %arg9 : i32 to i64 |
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%36 = tt.splat %35 : (i64) -> tensor<1x2048xi64> |
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%37 = arith.addi %36, %4 : tensor<1x2048xi64> |
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%38 = arith.cmpi slt, %37, %cst_1 : tensor<1x2048xi64> |
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%39 = arith.addi %37, %13 : tensor<1x2048xi64> |
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%40 = tt.addptr %14, %39 : tensor<1x2048x!tt.ptr<f32, 1>>, tensor<1x2048xi64> |
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%41 = tt.load %40, %38, %cst_3 {cache = 1 : i32, evict = 3 : i32, isVolatile = false} : tensor<1x2048xf32> |
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%42 = arith.mulf %41, %19 : tensor<1x2048xf32> |
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%43 = arith.addf %arg10, %42 : tensor<1x2048xf32> |
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%44 = arith.select %38, %43, %arg10 : tensor<1x2048xi1>, tensor<1x2048xf32> |
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scf.yield %44 : tensor<1x2048xf32> |
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} |
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%21 = "tt.reduce"(%20) <{axis = 1 : i32}> ({ |
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^bb0(%arg9: f32, %arg10: f32): |
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%35 = arith.addf %arg9, %arg10 : f32 |
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tt.reduce.return %35 : f32 |
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}) : (tensor<1x2048xf32>) -> tensor<1xf32> |
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%22 = tt.expand_dims %21 {axis = 1 : i32} : (tensor<1xf32>) -> tensor<1x1xf32> |
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%23 = arith.muli %1, %c50257_i64 : i64 |
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%24 = tt.splat %23 : (i64) -> tensor<1x2048xi64> |
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%25 = tt.splat %arg4 : (!tt.ptr<bf16, 1>) -> tensor<1x2048x!tt.ptr<bf16, 1>> |
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%26 = tt.splat %arg0 : (!tt.ptr<f32, 1>) -> tensor<1x2048x!tt.ptr<f32, 1>> |
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%27 = tt.splat %arg5 : (!tt.ptr<bf16, 1>) -> tensor<1x2048x!tt.ptr<bf16, 1>> |
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%28 = arith.cmpi ne, %7, %cst_2 : tensor<1x1xi64> |
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%29 = arith.divf %9, %11 : f32 |
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%30 = tt.splat %29 : (f32) -> tensor<1x1xf32> |
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%31 = arith.select %28, %30, %cst_0 : tensor<1x1xi1>, tensor<1x1xf32> |
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%32 = tt.broadcast %31 : (tensor<1x1xf32>) -> tensor<1x2048xf32> |
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%33 = tt.broadcast %22 : (tensor<1x1xf32>) -> tensor<1x2048xf32> |
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%34 = tt.splat %arg6 : (!tt.ptr<bf16, 1>) -> tensor<1x2048x!tt.ptr<bf16, 1>> |
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scf.for %arg9 = %c0_i32 to %c50257_i32 step %c2048_i32 : i32 { |
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%35 = arith.extsi %arg9 : i32 to i64 |
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%36 = tt.splat %35 : (i64) -> tensor<1x2048xi64> |
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%37 = arith.addi %36, %4 : tensor<1x2048xi64> |
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%38 = arith.cmpi slt, %37, %cst_1 : tensor<1x2048xi64> |
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%39 = arith.addi %37, %24 : tensor<1x2048xi64> |
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%40 = tt.addptr %25, %39 : tensor<1x2048x!tt.ptr<bf16, 1>>, tensor<1x2048xi64> |
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%41 = tt.load %40, %38, %cst {cache = 1 : i32, evict = 2 : i32, isVolatile = false} : tensor<1x2048xbf16> |
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%42 = arith.extf %41 : tensor<1x2048xbf16> to tensor<1x2048xf32> |
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%43 = tt.addptr %26, %39 : tensor<1x2048x!tt.ptr<f32, 1>>, tensor<1x2048xi64> |
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%44 = tt.load %43, %38, %cst_3 {cache = 1 : i32, evict = 2 : i32, isVolatile = false} : tensor<1x2048xf32> |
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%45 = tt.addptr %27, %39 : tensor<1x2048x!tt.ptr<bf16, 1>>, tensor<1x2048xi64> |
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%46 = tt.load %45, %38, %cst {cache = 1 : i32, evict = 2 : i32, isVolatile = false} : tensor<1x2048xbf16> |
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%47 = arith.extf %46 : tensor<1x2048xbf16> to tensor<1x2048xf32> |
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%48 = arith.mulf %44, %32 : tensor<1x2048xf32> |
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%49 = math.exp %47 : tensor<1x2048xf32> |
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%50 = arith.mulf %49, %33 : tensor<1x2048xf32> |
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%51 = arith.subf %48, %50 : tensor<1x2048xf32> |
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%52 = arith.addf %42, %51 : tensor<1x2048xf32> |
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%53 = tt.addptr %34, %39 : tensor<1x2048x!tt.ptr<bf16, 1>>, tensor<1x2048xi64> |
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%54 = arith.truncf %52 : tensor<1x2048xf32> to tensor<1x2048xbf16> |
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tt.store %53, %54, %38 {cache = 1 : i32, evict = 1 : i32} : tensor<1x2048xbf16> |
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} |
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tt.return |
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} |
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} |
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