| #ifndef CAFFE2_OPERATORS_INDEX_HASH_OPS_H_ |
| #define CAFFE2_OPERATORS_INDEX_HASH_OPS_H_ |
| |
| #include "caffe2/core/export_caffe2_op_to_c10.h" |
| #include <c10/util/irange.h> |
| #include "caffe2/core/logging.h" |
| #include "caffe2/core/operator.h" |
| |
| C10_DECLARE_EXPORT_CAFFE2_OP_TO_C10(IndexHash); |
| |
| namespace caffe2 { |
| |
| template <class Context> |
| class IndexHashOp : public Operator<Context> { |
| public: |
| USE_OPERATOR_CONTEXT_FUNCTIONS; |
| template <class... Args> |
| explicit IndexHashOp(Args&&... args) |
| : Operator<Context>(std::forward<Args>(args)...), |
| seed_(this->template GetSingleArgument<int64_t>("seed", 0)), |
| modulo_(this->template GetSingleArgument<int64_t>("modulo", 0)) { |
| CAFFE_ENFORCE_GT(modulo_, 0, "MODULO should be > 0"); |
| } |
| |
| bool RunOnDevice() override { |
| return DispatchHelper<TensorTypes<int32_t, int64_t>>::call( |
| this, Input(INDICES)); |
| } |
| |
| template <typename T> |
| bool DoRunWithType() { |
| auto& indices = Input(INDICES); |
| |
| auto* hashed_indices = |
| Output(HASHED_INDICES, indices.sizes(), at::dtype<T>()); |
| |
| CAFFE_ENFORCE_GE( |
| static_cast<int64_t>(std::numeric_limits<T>::max()), |
| modulo_, |
| "MODULO shouldn't be larger than the numeric limit of the indices"); |
| |
| auto N = indices.numel(); |
| auto* indices_data = indices.template data<T>(); |
| auto* hashed_indices_data = hashed_indices->template mutable_data<T>(); |
| |
| for (const auto i : c10::irange(N)) { |
| hashed_indices_data[i] = hash(indices_data[i]); |
| } |
| |
| return true; |
| } |
| |
| protected: |
| template <typename T> |
| __ubsan_ignore_signed_int_overflow__ |
| T hash(T id) { |
| int8_t* bytes = (int8_t*)&id; |
| T hashed = seed_ * 0xDEADBEEF; |
| // NOLINTNEXTLINE(clang-diagnostic-sign-compare) |
| for (int i = 0; i < sizeof(T) / sizeof(int8_t); i++) { |
| hashed = hashed * 65537 + bytes[i]; |
| } |
| // We want the result of the modulo to be positive. This works under the |
| // assumption that modulo_ > 0 which is enforced in the constructor. |
| auto modHashed = hashed % modulo_; |
| return modHashed >= 0 ? modHashed : modHashed + modulo_; |
| } |
| |
| private: |
| INPUT_TAGS(INDICES); |
| OUTPUT_TAGS(HASHED_INDICES); |
| |
| int64_t seed_; |
| int64_t modulo_; |
| }; |
| |
| } // namespace caffe2 |
| |
| #endif // CAFFE2_OPERATORS_INDEX_HASH_OPS_H_ |