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@ -171,10 +171,10 @@ TEST(Backward, simple_op_grad) {
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ASSERT_EQ(4UL, gop->inputs_.size());
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ASSERT_EQ(f::kEmptyVarName, gop->inputs_[0]);
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ASSERT_EQ("rowwise_add_grad", gop->type_);
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ASSERT_EQ("X" + f::kGradVarSuffix, gop->outputs_[0]);
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ASSERT_EQ("b" + f::kGradVarSuffix, gop->outputs_[1]);
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ASSERT_EQ(f::GradVarName("X"), gop->outputs_[0]);
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ASSERT_EQ(f::GradVarName("b"), gop->outputs_[1]);
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ASSERT_EQ("X" + f::kGradVarSuffix, gop->Output("X" + f::kGradVarSuffix));
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ASSERT_EQ(f::GradVarName("X"), gop->Output(f::GradVarName("X")));
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}
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TEST(Backward, simple_op_not_need_grad) {
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@ -182,7 +182,7 @@ TEST(Backward, simple_op_not_need_grad) {
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ASSERT_NE(fwd, nullptr);
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auto gop = f::Backward(*fwd, {"X"});
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ASSERT_EQ(std::find(gop->outputs_.begin(), gop->outputs_.end(),
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"X" + f::kGradVarSuffix),
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f::GradVarName("X")),
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gop->outputs_.end());
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auto no_input_gop = f::Backward(*fwd, {"X", "b"});
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@ -250,18 +250,18 @@ TEST(Backward, net_input_of_network_not_need_grad) {
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all_output.erase(f::kEmptyVarName);
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for (auto &out : {"W1", "b1", "hidden0", "W2", "b2"}) {
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ASSERT_NE(all_output.find(out + f::kGradVarSuffix), all_output.end());
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ASSERT_NE(all_output.find(f::GradVarName(out)), all_output.end());
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}
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// Not Generated X
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ASSERT_EQ(all_output.find("X" + f::kGradVarSuffix), all_output.end());
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ASSERT_EQ(all_output.find(f::GradVarName("X")), all_output.end());
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ASSERT_EQ(2UL, bwd_net->ops_.size());
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ASSERT_TRUE(bwd_net->ops_[1]->IsNetOp());
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auto first_fc_grad = static_cast<ops::NetOp *>(bwd_net->ops_[1].get());
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ASSERT_EQ(3UL, first_fc_grad->ops_.size());
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ASSERT_EQ(f::kEmptyVarName,
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first_fc_grad->ops_[2]->Output("A" + f::kGradVarSuffix));
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first_fc_grad->ops_[2]->Output(f::GradVarName("A")));
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}
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TEST(Backward, net_shared_weight) {
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@ -313,15 +313,15 @@ TEST(Backward, op_part_of_output_are_not_need) {
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ASSERT_EQ(1UL, fill_zero.inputs_.size());
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ASSERT_EQ("Z", fill_zero.inputs_[0]);
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ASSERT_EQ(1UL, fill_zero.outputs_.size());
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ASSERT_EQ("Z" + f::kZeroVarSuffix, fill_zero.outputs_[0]);
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ASSERT_EQ(std::string("Z") + f::kZeroVarSuffix, fill_zero.outputs_[0]);
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auto &d_many_out = *net->ops_[1];
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ASSERT_EQ("many_output_op_grad", d_many_out.type_);
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ASSERT_EQ(1UL + 2UL + 2UL, d_many_out.inputs_.size()); // I/O/OG
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ASSERT_EQ("Z" + f::kZeroVarSuffix, d_many_out.Input("z" + f::kGradVarSuffix));
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ASSERT_EQ("Y" + f::kGradVarSuffix, d_many_out.Input("y" + f::kGradVarSuffix));
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ASSERT_EQ("X" + f::kGradVarSuffix,
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d_many_out.Output("x" + f::kGradVarSuffix));
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ASSERT_EQ(std::string("Z") + f::kZeroVarSuffix,
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d_many_out.Input(f::GradVarName("z")));
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ASSERT_EQ(f::GradVarName("Y"), d_many_out.Input(f::GradVarName("y")));
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ASSERT_EQ(f::GradVarName("X"), d_many_out.Output(f::GradVarName("x")));
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}
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TEST(Backward, op_part_of_input_are_not_need) {
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@ -331,10 +331,9 @@ TEST(Backward, op_part_of_input_are_not_need) {
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ASSERT_EQ(grad_mul.type_, "mul_grad");
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ASSERT_EQ(grad_mul.inputs_.size(), 2UL + 1UL + 1UL);
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ASSERT_EQ(grad_mul.outputs_.size(), 2UL);
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ASSERT_EQ(grad_mul.Output("A" + f::kGradVarSuffix), f::kEmptyVarName);
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ASSERT_EQ(grad_mul.Output("B" + f::kGradVarSuffix), "b" + f::kGradVarSuffix);
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ASSERT_EQ(grad_mul.Input("Out" + f::kGradVarSuffix),
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"out" + f::kGradVarSuffix);
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ASSERT_EQ(grad_mul.Output(f::GradVarName("A")), f::kEmptyVarName);
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ASSERT_EQ(grad_mul.Output(f::GradVarName("B")), f::GradVarName("b"));
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ASSERT_EQ(grad_mul.Input(f::GradVarName("Out")), f::GradVarName("out"));
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ASSERT_EQ(grad_mul.Input("A"), "a");
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ASSERT_EQ(grad_mul.Input("B"), "b");
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ASSERT_EQ(grad_mul.Input("Out"), "out");
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