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kernel.cpp

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    • kernel.cpp 8.99 KiB 
    #include "oneflow/core/kernel/kernel.h"

namespace oneflow {

void Kernel::Init(const ParallelContext* parallel_ctx, const KernelConf& kernel_conf) {
  kernel_conf_ = kernel_conf;
  VirtualKernelInit(parallel_ctx);
}

void Kernel::InitModelAndConstBuf(const KernelCtx& ctx, const ParallelContext* parallel_ctx,
                                  const Snapshot* snapshot,
                                  std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  InitConstBufBlobs(ctx.device_ctx, BnInOp2Blob);
  std::string model_load_dir = op_conf().model_load_dir();
  if (model_load_dir == "" && snapshot) {
    model_load_dir = snapshot->GetDirFromOpName(op_conf().name());
  }
  if (model_load_dir == "") {
    std::mt19937* random_seed_gen = static_cast<std::mt19937*>(ctx.other);
    InitModelBlobsWithRandomSeed(ctx.device_ctx, random_seed_gen, BnInOp2Blob);
  } else {
    int32_t part_id = -1;
    int32_t part_num = -1;
    std::tie(part_id, part_num) = GetPartIdAndPartNumFromParallelCtx(parallel_ctx);
    InitModelBlobsWithDir(ctx.device_ctx, part_id, part_num, model_load_dir, BnInOp2Blob);
  }
}

void Kernel::Launch(const KernelCtx& ctx,
                    std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  if (kernel_conf_.is_forward()) {
    Forward(ctx, BnInOp2Blob);
  } else {
    Backward(ctx, BnInOp2Blob);
  }
}

const LogicalBlobId& Kernel::BnInOp2Lbi(const std::string& bn_in_op) const {
  return op_attribute().bn_in_op2lbi().at(bn_in_op);
}

void Kernel::Forward(const KernelCtx& ctx,
                     std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  if (kernel_conf_.need_do_col_num()) { ForwardColNum(ctx, BnInOp2Blob); }
  ForwardDataContent(ctx, BnInOp2Blob);
  ForwardActivate(ctx, BnInOp2Blob);
  if (kernel_conf_.need_do_data_id()) { ForwardDataId(ctx, BnInOp2Blob); }
}

void Kernel::Backward(const KernelCtx& ctx,
                      std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  BackwardActivate(ctx, BnInOp2Blob);
  BackwardDataContent(ctx, [BnInOp2Blob, this](const std::string& bn) -> Blob* {
    const PbRpf<std::string> odbns = this->op_attribute().output_diff_bns();

    if (this->GetActivationType() != ActivationType::kNone) {
      CHECK_EQ(odbns.size(), 1);
      if (bn == odbns[0]) { return BnInOp2Blob("activation_buf"); }
    }
    return BnInOp2Blob(bn);
  });
  if (kernel_conf_.need_do_data_id()) { BackwardDataId(ctx, BnInOp2Blob); }
  if (kernel_conf_.need_do_col_num()) { BackwardColNum(ctx, BnInOp2Blob); }
}

bool Kernel::HasModelBns() const { return op_attribute().model_bns().size() > 0; }

template<DeviceType device_type>
void KernelIf<device_type>::ForwardDataId(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
      CopyField(ctx.device_ctx, BnInOp2Blob, op_attribute().input_bns(), op_attribute().output_bns(),
            &Blob::CopyDataIdFrom);
}

template<DeviceType device_type>
void KernelIf<device_type>::ForwardColNum(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  CopyField(ctx.device_ctx, BnInOp2Blob, op_attribute().input_bns(), op_attribute().output_bns(),
            &Blob::CopyColNumFrom);
}

template<DeviceType device_type>
void KernelIf<device_type>::BackwardDataId(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  // do nothing
}

template<DeviceType device_type>
void KernelIf<device_type>::BackwardColNum(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  CopyField(ctx.device_ctx, BnInOp2Blob, op_attribute().output_diff_bns(),
            op_attribute().input_diff_bns(), &Blob::CopyColNumFrom);
}

template<DeviceType device_type>
void KernelIf<device_type>::CopyDataId(DeviceCtx* ctx,
                                       std::function<Blob*(const std::string&)> BnInOp2Blob,
                                       const Blob* from_blob,
                                       const PbRpf<std::string>& to_bns) const {
  CopyField(ctx, BnInOp2Blob, from_blob, to_bns, &Blob::CopyDataIdFrom);
}

template<DeviceType device_type>
void KernelIf<device_type>::CopyColNum(DeviceCtx* ctx,
                                       std::function<Blob*(const std::string&)> BnInOp2Blob,
                                       const Blob* from_blob,
                                       const PbRpf<std::string>& to_bns) const {
  CopyField(ctx, BnInOp2Blob, from_blob, to_bns, &Blob::CopyColNumFrom);
}

template<DeviceType device_type>
void KernelIf<device_type>::CopyField(DeviceCtx* ctx,
                                      std::function<Blob*(const std::string&)> BnInOp2Blob,
                                      const Blob* from_blob, const PbRpf<std::string>& to_bns,
                                      void (Blob::*Copy)(DeviceCtx*, const Blob*)) const {
  for (const std::string& to_bn : to_bns) { (BnInOp2Blob(to_bn)->*Copy)(ctx, from_blob); }
}

template<DeviceType device_type>
void KernelIf<device_type>::CopyField(DeviceCtx* ctx,
                                      std::function<Blob*(const std::string&)> BnInOp2Blob,
                                      const PbRpf<std::string>& from_bns,
                                      const PbRpf<std::string>& to_bns,
                                      void (Blob::*Copy)(DeviceCtx*, const Blob*)) const {
  if (from_bns.size() == 1) {
    const Blob* in_blob = BnInOp2Blob(from_bns[0]);
    CopyField(ctx, BnInOp2Blob, in_blob, to_bns, Copy);
  } else {
    CHECK_EQ(from_bns.size(), to_bns.size());
    FOR_RANGE(size_t, i, 0, from_bns.size()) {
      Blob* in_blob = BnInOp2Blob(from_bns[i]);
      Blob* out_blob = BnInOp2Blob(to_bns[i]);
      (out_blob->*Copy)(ctx, in_blob);
    }
  }
}

template<DeviceType device_type, typename T>
ActivationType KernelIfWithActivation<device_type, T>::GetActivationType() const {
  return static_cast<ActivationType>(this->GetEnumFromCustomizedOpConf("activation"));
    }

template<DeviceType device_type, typename T>
void KernelIfWithActivation<device_type, T>::ForwardActivate(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  const PbRpf<std::string> obns = this->op_attribute().output_bns();
  CHECK_EQ(obns.size(), 1);
  Blob* out_blob = BnInOp2Blob(obns[0]);
  ActivationType activation = GetActivationType();
  if (activation != ActivationType::kNone) {
    T* out_dptr = out_blob->mut_dptr<T>();
    int64_t elem_cnt = out_blob->shape().elem_cnt();

    switch (activation) {
#define DEFINE_ONE_CASE(activation_type)                                                       \
  case ActivationType::k##activation_type:                                                     \
    KernelUtil<device_type, T>::activation_type(ctx.device_ctx, elem_cnt, out_dptr, out_dptr); \
    break;
      DEFINE_ONE_CASE(TanH)
      DEFINE_ONE_CASE(Sigmoid)
      DEFINE_ONE_CASE(Relu)
#undef DEFINE_ONE_CASE
      default: UNIMPLEMENTED();
    }
  }
}

template<DeviceType device_type, typename T>
void KernelIfWithActivation<device_type, T>::BackwardActivate(
    const KernelCtx& ctx, std::function<Blob*(const std::string&)> BnInOp2Blob) const {
  ActivationType activation = GetActivationType();
  if (activation != ActivationType::kNone) {
    const PbRpf<std::string> obns = this->op_attribute().output_bns();
    const PbRpf<std::string> odbns = this->op_attribute().output_diff_bns();
    CHECK_EQ(obns.size(), 1);
    CHECK_EQ(odbns.size(), 1);

    const Blob* out_blob = BnInOp2Blob(obns[0]);
    const Blob* out_diff_blob = BnInOp2Blob(odbns[0]);
    Blob* activation_buf_blob = BnInOp2Blob("activation_buf");
    int64_t elem_cnt = out_blob->shape().elem_cnt();

    switch (activation) {
#define DEFINE_ONE_CASE(activation_type)                                    \
  case ActivationType::k##activation_type:                                  \
    KernelUtil<device_type, T>::activation_type##Backward(                  \
        ctx.device_ctx, elem_cnt, out_blob->dptr<T>(), out_blob->dptr<T>(), \
        out_diff_blob->dptr<T>(), activation_buf_blob->mut_dptr<T>());      \
    break;
      DEFINE_ONE_CASE(TanH)
      DEFINE_ONE_CASE(Sigmoid)
      DEFINE_ONE_CASE(Relu)
#undef DEFINE_ONE_CASE
      default: UNIMPLEMENTED();
    }
  }
}

std::unique_ptr<const Kernel> ConstructKernel(const ParallelContext* parallel_ctx,
                                              const KernelConf& conf) {
  Kernel* rptr = NewObj<Kernel>(conf.op_attribute().op_conf().op_type_case(), conf);
  rptr->Init(parallel_ctx, conf);
  return std::unique_ptr<const Kernel>(rptr);
}

#define INSTANTIATE_KERNEL_IF(device_type) template class KernelIf<device_type>;

OF_PP_FOR_EACH_TUPLE(INSTANTIATE_KERNEL_IF, DEVICE_TYPE_SEQ);

#define INSTANTIATE_KERNEL_IF_SUBCLASS(device_type, data_type_pair)                \
      template class KernelIfWithModel<device_type, OF_PP_PAIR_FIRST(data_type_pair)>; \
  template class KernelIfWithActivation<device_type, OF_PP_PAIR_FIRST(data_type_pair)>;

OF_PP_SEQ_PRODUCT_FOR_EACH_TUPLE(INSTANTIATE_KERNEL_IF_SUBCLASS, DEVICE_TYPE_SEQ,
                                 FLOATING_DATA_TYPE_SEQ);

}  // namespace oneflow