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@ -98,6 +98,23 @@ class GRUKernel : public framework::OpKernel<T> {
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auto active_gate = math::detail::GetActivationType(
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context.Attr<std::string>("gate_activation"));
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auto blas = math::GetBlas<DeviceContext, T>(dev_ctx);
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// TODO(TJ): make a class, make one pack
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T* packed_gate = blas.GEMM_ALLOC(CblasBMatrix, 1 /*height of C*/,
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frame_size * 2 /*width of weight*/,
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frame_size /*height of height*/);
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PADDLE_ENFORCE(packed_gate);
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blas.GEMM_PACK(CblasBMatrix, CblasNoTrans, 1 /*cur bs?*/, frame_size * 2,
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frame_size, T(1.0), gru_value.gate_weight, frame_size * 2,
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packed_gate);
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T* packed_state = blas.GEMM_ALLOC(CblasBMatrix, 1 /*height of C*/,
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frame_size /*width of weight*/,
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frame_size /*height of height*/);
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PADDLE_ENFORCE(packed_state);
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blas.GEMM_PACK(CblasBMatrix, CblasNoTrans, 1 /*cur bs?*/, frame_size,
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frame_size, T(1.0), gru_value.state_weight, frame_size,
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packed_state);
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for (size_t n = 0; n < num_batch; n++) {
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int bstart = static_cast<int>(batch_starts[n]);
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int bend = static_cast<int>(batch_starts[n + 1]);
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@ -110,9 +127,10 @@ class GRUKernel : public framework::OpKernel<T> {
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gru_value.gate_value = gate_t.data<T>();
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gru_value.reset_output_value = reset_hidden_prev_t.data<T>();
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if (gru_value.prev_out_value) {
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blas.GEMM(false, false, cur_batch_size, frame_size * 2, frame_size, 1,
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gru_value.prev_out_value, frame_size, gru_value.gate_weight,
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frame_size * 2, 1, gru_value.gate_value, frame_size * 3);
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blas.GEMM_COMPUTE(CblasNoTrans, CblasPacked, cur_batch_size,
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frame_size * 2, frame_size, gru_value.prev_out_value,
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frame_size, packed_gate, frame_size * 2, T(1),
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gru_value.gate_value, frame_size * 3);
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}
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math::detail::forward_reset_output(
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@ -120,10 +138,10 @@ class GRUKernel : public framework::OpKernel<T> {
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cur_batch_size, active_gate);
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if (gru_value.prev_out_value) {
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blas.GEMM(false, false, cur_batch_size, frame_size, frame_size, 1,
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gru_value.reset_output_value, frame_size,
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gru_value.state_weight, frame_size, 1,
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gru_value.gate_value + frame_size * 2, frame_size * 3);
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blas.GEMM_COMPUTE(
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CblasNoTrans, CblasPacked, cur_batch_size, frame_size, frame_size,
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gru_value.reset_output_value, frame_size, packed_state, frame_size,
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T(1), gru_value.gate_value + frame_size * 2, frame_size * 3);
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}
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math::detail::forward_final_output(
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@ -132,6 +150,8 @@ class GRUKernel : public framework::OpKernel<T> {
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gru_value.prev_out_value = gru_value.output_value;
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}
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blas.GEMM_FREE(packed_gate);
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blas.GEMM_FREE(packed_state);
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math::Batch2LoDTensorFunctor<DeviceContext, T> to_seq;
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batch_hidden->set_lod(batch_gate->lod());
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