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@ -30,6 +30,18 @@ using framework::DataLayout;
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using mkldnn::stream;
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using platform::GetMKLDNNFormat;
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std::string CreateKey(const paddle::framework::ExecutionContext& ctx,
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const std::vector<int>& src_tz, const float scale_data,
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const bool is_negative) {
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std::string key;
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key.reserve(platform::MKLDNNHandler::MaxKeyLength);
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platform::MKLDNNHandler::AppendKeyDims(&key, src_tz);
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platform::MKLDNNHandler::AppendKey(&key, std::to_string(scale_data));
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platform::MKLDNNHandler::AppendKey(&key, std::to_string(is_negative));
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platform::MKLDNNHandler::AppendKey(&key, ctx.op().Output("Output"));
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return key;
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}
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template <typename T>
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class QuantOpKernel : public framework::OpKernel<T> {
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public:
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@ -47,32 +59,61 @@ class QuantOpKernel : public framework::OpKernel<T> {
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const T* input_data = input->data<T>();
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mkldnn::primitive_attr attri;
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int mask = 0;
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attri.set_output_scales(mask, {scale_data});
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auto src_md = platform::MKLDNNMemDesc({src_tz}, memory::data_type::f32,
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input->format());
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auto src_pd = mkldnn::memory::primitive_desc(src_md, engine);
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auto src_memory =
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std::make_shared<mkldnn::memory>(src_pd, to_void_cast<T>(input_data));
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std::shared_ptr<primitive::at> src_memory_p =
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std::shared_ptr<primitive::at>(new primitive::at(*src_memory));
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bool is_negative = ctx.Attr<bool>("is_negative_input");
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std::shared_ptr<mkldnn::memory::primitive_desc> dst_pd;
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std::string key = CreateKey(ctx, src_tz, scale_data, is_negative);
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const std::string key_prim = key + "@reorder_p";
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const std::string key_src_mem = key + "@src_mem";
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const std::string key_dst_mem = key + "@dst_mem";
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std::shared_ptr<mkldnn::memory> src_memory;
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std::shared_ptr<mkldnn::memory> dst_memory;
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if (is_negative) {
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platform::ConvMKLDNNHandler::SetDstMemory<int8_t>(
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ctx, output, dst_tz, engine, dst_pd, dst_memory);
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std::shared_ptr<reorder> reorder_p;
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reorder_p = std::static_pointer_cast<reorder>(dev_ctx.GetBlob(key_prim));
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if (reorder_p == nullptr) {
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mkldnn::primitive_attr attri;
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int mask = 0;
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attri.set_output_scales(mask, {scale_data});
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auto src_md = platform::MKLDNNMemDesc({src_tz}, memory::data_type::f32,
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input->format());
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auto src_pd = mkldnn::memory::primitive_desc(src_md, engine);
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src_memory =
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std::make_shared<mkldnn::memory>(src_pd, to_void_cast<T>(input_data));
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std::shared_ptr<primitive::at> src_memory_p =
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std::shared_ptr<primitive::at>(new primitive::at(*src_memory));
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std::shared_ptr<mkldnn::memory::primitive_desc> dst_pd;
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if (is_negative) {
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platform::ConvMKLDNNHandler::SetDstMemory<int8_t>(
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ctx, output, dst_tz, engine, dst_pd, dst_memory);
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} else {
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platform::ConvMKLDNNHandler::SetDstMemory<uint8_t>(
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ctx, output, dst_tz, engine, dst_pd, dst_memory);
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}
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auto reorder_pd = std::shared_ptr<reorder::primitive_desc>(
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new reorder::primitive_desc(src_pd, *dst_pd, attri));
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reorder_p = std::shared_ptr<reorder>(
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new reorder(*reorder_pd, *src_memory_p, *dst_memory));
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dev_ctx.SetBlob(key_prim, reorder_p);
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dev_ctx.SetBlob(key_src_mem, src_memory);
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dev_ctx.SetBlob(key_dst_mem, dst_memory);
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} else {
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platform::ConvMKLDNNHandler::SetDstMemory<uint8_t>(
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ctx, output, dst_tz, engine, dst_pd, dst_memory);
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src_memory = std::static_pointer_cast<mkldnn::memory>(
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dev_ctx.GetBlob(key_src_mem));
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src_memory->set_data_handle(to_void_cast<T>(input_data));
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dst_memory = std::static_pointer_cast<mkldnn::memory>(
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dev_ctx.GetBlob(key_dst_mem));
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auto place = ctx.GetPlace();
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if (is_negative) {
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dst_memory->set_data_handle(output->mutable_data<int8_t>(place));
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} else {
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dst_memory->set_data_handle(output->mutable_data<uint8_t>(place));
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}
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}
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auto reorder_pd = std::shared_ptr<reorder::primitive_desc>(
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new reorder::primitive_desc(src_pd, *dst_pd, attri));
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auto reorder_p = std::shared_ptr<reorder>(
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new reorder(*reorder_pd, *src_memory_p, *dst_memory));
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pipeline.push_back(*reorder_p);
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stream(stream::kind::eager).submit(pipeline).wait();
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output->set_layout(DataLayout::kMKLDNN);
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