strings_lower_upper_kernel.cu 7.4 KB
Newer Older
J
Jack Zhou 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181
/* Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
    http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */

#include "paddle/phi/kernels/strings/strings_lower_upper_kernel.h"

#include "paddle/phi/backends/gpu/gpu_context.h"
#include "paddle/phi/backends/gpu/gpu_launch_config.h"
#include "paddle/phi/common/pstring.h"
#include "paddle/phi/core/kernel_registry.h"
#include "paddle/phi/kernels/strings/unicode.h"

using pstring = ::phi::dtype::pstring;
namespace phi {
namespace strings {

template <typename CharConverter>
__global__ void StringCaseConvertCUDAKernel(pstring* out,
                                            const pstring* in,
                                            size_t num) {
  CUDA_KERNEL_LOOP(i, num) {
    out[i] = pstring(in[i]);
    thrust::transform(thrust::device,
                      in[i].begin(),
                      in[i].end(),
                      out[i].mdata(),
                      CharConverter());
  }
}

template <typename CharConverter>
struct AsciiCaseConverter<phi::GPUContext, CharConverter> {
  void operator()(const phi::GPUContext& dev_ctx,
                  const pstring* in,
                  pstring* out,
                  size_t num) const {
    dim3 block_size = dim3(PREDEFINED_BLOCK_SIZE, 1);
    dim3 grid_size =
        dim3((num + PREDEFINED_BLOCK_SIZE - 1) / PREDEFINED_BLOCK_SIZE, 1);
    StringCaseConvertCUDAKernel<
        CharConverter><<<grid_size, block_size, 0, dev_ctx.stream()>>>(
        out, in, num);
  }
};

template <template <typename DeviceContextT> typename CharConverter>
struct UTF8CaseConverter<phi::GPUContext, CharConverter> {
  void operator()(const phi::GPUContext& dev_ctx,
                  const pstring* in,
                  pstring* out,
                  size_t num) const {
    auto unicode_flag_map = GetGPUUniflagMap();
    auto cases_map = GetGPUCharcasesMap();
    thrust::device_vector<uint32_t> unicode_offsets(num + 1, 0);
    uint32_t* unicode_offsets_ptr =
        thrust::raw_pointer_cast(unicode_offsets.data());

    thrust::for_each_n(thrust::device,
                       thrust::make_counting_iterator<unsigned int>(0),
                       num,
                       [unicode_offsets_ptr, in] __device__(uint32_t idx) {
                         unicode_offsets_ptr[idx + 1] =
                             GetUnicodeStrLen(in[idx].data(), in[idx].size());
                       });
    uint32_t total_lengths = thrust::reduce(
        thrust::device, unicode_offsets_ptr, unicode_offsets_ptr + num + 1, 0);
    if (total_lengths == 0) {
      return;
    }

    thrust::device_vector<uint32_t> unicode_output(total_lengths, 0);
    uint32_t* unicode_output_ptr =
        thrust::raw_pointer_cast(unicode_output.data());

    CharConverter<GPUContext> converter(unicode_flag_map, cases_map);
    thrust::for_each_n(
        thrust::device,
        thrust::make_counting_iterator<unsigned int>(0),
        num,
        [in,
         out,
         unicode_output_ptr,
         unicode_offsets_ptr,
         converter] __device__(uint32_t idx) {
          uint32_t unicode_len =
              unicode_offsets_ptr[idx + 1] - unicode_offsets_ptr[idx];
          GetUnicodeStr(in[idx].data(),
                        unicode_output_ptr + unicode_offsets_ptr[idx],
                        unicode_len);
          uint32_t* curr_unicode_output_ptr =
              unicode_output_ptr + unicode_offsets_ptr[idx];
          for (uint32_t i = 0; i < unicode_len; ++i) {
            curr_unicode_output_ptr[i] = converter(curr_unicode_output_ptr[i]);
          }
          thrust::transform(thrust::device,
                            unicode_output_ptr + unicode_offsets_ptr[idx],
                            unicode_output_ptr + unicode_offsets_ptr[idx + 1],
                            unicode_output_ptr + unicode_offsets_ptr[idx],
                            converter);
        });

    thrust::device_vector<uint32_t> utf8_offsets(num + 1, 0);
    uint32_t* utf8_offsets_ptr = thrust::raw_pointer_cast(utf8_offsets.data());

    thrust::for_each_n(
        thrust::device,
        thrust::make_counting_iterator<unsigned int>(0),
        num,
        [utf8_offsets_ptr, unicode_output_ptr, unicode_offsets_ptr] __device__(
            uint32_t idx) {
          uint32_t unicode_len =
              unicode_offsets_ptr[idx + 1] - unicode_offsets_ptr[idx];
          utf8_offsets_ptr[idx + 1] = GetUTF8StrLen(
              unicode_output_ptr + unicode_offsets_ptr[idx], unicode_len);
        });
    uint32_t total_utf8_lengths = thrust::reduce(
        thrust::device, utf8_offsets_ptr, utf8_offsets_ptr + num + 1, 0);

    thrust::device_vector<char> utf8_output(total_utf8_lengths, 0);
    char* utf8_output_ptr = thrust::raw_pointer_cast(utf8_output.data());
    thrust::for_each_n(thrust::device,
                       thrust::make_counting_iterator<unsigned int>(0),
                       num,
                       [utf8_output_ptr,
                        utf8_offsets_ptr,
                        unicode_output_ptr,
                        unicode_offsets_ptr,
                        out] __device__(uint32_t idx) {
                         uint32_t unicode_len = unicode_offsets_ptr[idx + 1] -
                                                unicode_offsets_ptr[idx];
                         const uint32_t* input_ptr =
                             unicode_output_ptr + unicode_offsets_ptr[idx];
                         char* result_ptr =
                             utf8_output_ptr + utf8_offsets_ptr[idx];
                         GetUTF8Str(input_ptr, result_ptr, unicode_len);
                         out[idx] = result_ptr;
                       });
  }
};

template <typename ContextT>
void StringLowerKernel(const ContextT& dev_ctx,
                       const StringTensor& x,
                       bool use_utf8_encoding,
                       StringTensor* out) {
  StringCaseConvertKernel<AsciiCaseConverter<ContextT, AsciiToLower>,
                          UTF8CaseConverter<ContextT, UTF8ToLower>,
                          ContextT>()(dev_ctx, x, use_utf8_encoding, out);
}

template <typename ContextT>
void StringUpperKernel(const ContextT& dev_ctx,
                       const StringTensor& x,
                       bool use_utf8_encoding,
                       StringTensor* out) {
  StringCaseConvertKernel<AsciiCaseConverter<ContextT, AsciiToUpper>,
                          UTF8CaseConverter<ContextT, UTF8ToUpper>,
                          ContextT>()(dev_ctx, x, use_utf8_encoding, out);
}

}  // namespace strings
}  // namespace phi

PD_REGISTER_GENERAL_KERNEL(strings_lower,
                           GPU,
                           ALL_LAYOUT,
                           phi::strings::StringLowerKernel<phi::GPUContext>,
                           pstring) {}

PD_REGISTER_GENERAL_KERNEL(strings_upper,
                           GPU,
                           ALL_LAYOUT,
                           phi::strings::StringUpperKernel<phi::GPUContext>,
                           pstring) {}