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@AmosLewis

AmosLewis/gather.mlir

Created November 17, 2022 22:08
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gather.mlir
func.func @torch.aten.gather(%arg0: !torch.vtensor<[12,128,512],f32>, %arg1: !torch.vtensor<[1,128,128],si64>) -> !torch.vtensor<[12,128,128],f32> {
%int-1 = torch.constant.int -1
%false = torch.constant.bool false
%0 = torch.aten.gather %arg0, %int-1, %arg1, %false : !torch.vtensor<[12,128,512],f32>, !torch.int, !torch.vtensor<[1,128,128],si64>, !torch.bool -> !torch.vtensor<[12,128,128],f32>
return %0 : !torch.vtensor<[12,128,128],f32>
}
@AmosLewis
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With convertTorchIndexToTfIndices

// CHECK-LABEL:   func.func @torch.aten.gather(
// CHECK-SAME:                                 %[[VAL_0:.*]]: !torch.vtensor<[12,128,512],f32>,
// CHECK-SAME:                                 %[[VAL_1:.*]]: !torch.vtensor<[1,128,128],si64>) -> !torch.vtensor<[12,128,128],f32> {
// CHECK:           %[[VAL_2:.*]] = torch_c.to_builtin_tensor %[[VAL_0]] : !torch.vtensor<[12,128,512],f32> -> tensor<12x128x512xf32>
// CHECK:           %[[VAL_3:.*]] = torch_c.to_builtin_tensor %[[VAL_1]] : !torch.vtensor<[1,128,128],si64> -> tensor<1x128x128xi64>
// CHECK:           %[[VAL_4:.*]] = torch.constant.int -1
// CHECK:           %[[VAL_5:.*]] = torch.constant.bool false
// CHECK:           %[[VAL_6:.*]] = "tosa.const"() {value = dense<0> : tensor<1x128x128x1xi32>} : () -> tensor<1x128x128x1xi32>
// CHECK:           %[[VAL_7:.*]] = "tosa.const"() {value = dense<"0x00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000010000000100000001000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000002000000020000000200000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000300000003000000030000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000004000000040000000400000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: tensor<1x128x128x1xi32>} : () -> tensor<1x128x128x1xi32>
// CHECK:           %[[VAL_8:.*]] = "tosa.reshape"(%[[VAL_3]]) {new_shape = [1, 128, 128, 1]} : (tensor<1x128x128xi64>) -> tensor<1x128x128x1xi64>
// CHECK:           %[[VAL_9:.*]] = "tosa.concat"(%[[VAL_6]], %[[VAL_7]], %[[VAL_8]]) {axis = 3 : i64} : (tensor<1x128x128x1xi32>, tensor<1x128x128x1xi32>, tensor<1x128x128x1xi64>) -> tensor<1x128x128x3xi64>
// CHECK:           %[[VAL_10:.*]] = "tosa.reshape"(%[[VAL_2]]) {new_shape = [1, 786432, 1]} : (tensor<12x128x512xf32>) -> tensor<1x786432x1xf32>
// CHECK:           %[[VAL_11:.*]] = "tosa.reshape"(%[[VAL_9]]) {new_shape = [16384, 3]} : (tensor<1x128x128x3xi64>) -> tensor<16384x3xi64>
// CHECK:           %[[VAL_12:.*]] = "tosa.const"() {value = dense<[65536, 512, 1]> : tensor<3xi32>} : () -> tensor<3xi32>
// CHECK:           %[[VAL_13:.*]] = "tosa.mul"(%[[VAL_11]], %[[VAL_12]]) {shift = 0 : i32} : (tensor<16384x3xi64>, tensor<3xi32>) -> tensor<16384x3xi64>
// CHECK:           %[[VAL_14:.*]] = "tosa.reduce_sum"(%[[VAL_13]]) {axis = 1 : i64} : (tensor<16384x3xi64>) -> tensor<?x?xi64>
// CHECK:           %[[VAL_15:.*]] = "tosa.reshape"(%[[VAL_14]]) {new_shape = [1, 16384]} : (tensor<?x?xi64>) -> tensor<1x16384xi64>
// CHECK:           %[[VAL_16:.*]] = "tosa.cast"(%[[VAL_15]]) : (tensor<1x16384xi64>) -> tensor<1x16384xi32>
// CHECK:           %[[VAL_17:.*]] = "tosa.gather"(%[[VAL_10]], %[[VAL_16]]) : (tensor<1x786432x1xf32>, tensor<1x16384xi32>) -> tensor<1x16384x1xf32>
// CHECK:           %[[VAL_18:.*]] = "tosa.reshape"(%[[VAL_17]]) {new_shape = [12, 128, 128]} : (tensor<1x16384x1xf32>) -> tensor<12x128x128xf32>
// CHECK:           %[[VAL_19:.*]] = torch_c.from_builtin_tensor %[[VAL_18]] : tensor<12x128x128xf32> -> !torch.vtensor<[12,128,128],f32>
// CHECK:           return %[[VAL_19]] : !torch.vtensor<[12,128,128],f32>
// CHECK:         }

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