fix index_bug half bug

.github/workflows/building-conda.yml

@@ -34,7 +34,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Free up disk space
-        if: ${{ runner.os == 'Linux' && matrix.cuda-version == 'cu111' }}
+        if: ${{ runner.os == 'Linux' }}
         run: |
           sudo rm -rf /usr/share/dotnet
 

conda/pytorch-sparse/build_conda.sh

@@ -30,4 +30,4 @@ echo "PyTorch $TORCH_VERSION+$CUDA_VERSION"
 echo "- $CONDA_PYTORCH_CONSTRAINT"
 echo "- $CONDA_CUDATOOLKIT_CONSTRAINT"
 
-conda build . -c defaults -c nvidia -c pytorch -c conda-forge -c rusty1s --output-folder "$HOME/conda-bld"
+conda build . -c pytorch -c nvidia -c rusty1s -c defaults -c conda-forge --output-folder "$HOME/conda-bld"

csrc/spmm.cpp

@@ -97,7 +97,7 @@ public:
     if (torch::autograd::any_variable_requires_grad({mat})) {
       torch::optional<torch::Tensor> opt_value = torch::nullopt;
       if (has_value)
-        opt_value = value.index_select(0, csr2csc);
+        opt_value = value.view({-1, 1}).index_select(0, csr2csc).view(-1);
 
       grad_mat = std::get<0>(spmm_fw(colptr, row.index_select(0, csr2csc),
                                      opt_value, grad_out, "sum"));
@@ -161,11 +161,12 @@ public:
     auto grad_mat = Variable();
     if (torch::autograd::any_variable_requires_grad({mat})) {
       row = row.index_select(0, csr2csc);
-      rowcount = rowcount.toType(mat.scalar_type()).index_select(0, row);
+      rowcount = rowcount.index_select(0, row).toType(mat.scalar_type());
       rowcount.masked_fill_(rowcount < 1, 1);
 
       if (has_value > 0)
-        rowcount = value.index_select(0, csr2csc).div(rowcount);
+        rowcount =
+            value.view({-1, 1}).index_select(0, csr2csc).view(-1).div(rowcount);
       else
         rowcount.pow_(-1);
 
@@ -219,8 +220,10 @@ public:
     auto grad_mat = Variable();
     if (torch::autograd::any_variable_requires_grad({mat})) {
       if (has_value > 0) {
-        value = value.index_select(0, arg_out.flatten()).view_as(arg_out);
-        value.mul_(grad_out);
+        value = value.view({-1, 1})
+                    .index_select(0, arg_out.flatten())
+                    .view_as(arg_out)
+                    .mul_(grad_out);
       } else
         value = grad_out;
 
@@ -277,8 +280,10 @@ public:
     auto grad_mat = Variable();
     if (torch::autograd::any_variable_requires_grad({mat})) {
       if (has_value > 0) {
-        value = value.index_select(0, arg_out.flatten()).view_as(arg_out);
-        value.mul_(grad_out);
+        value = value.view({-1, 1})
+                    .index_select(0, arg_out.flatten())
+                    .view_as(arg_out)
+                    .mul_(grad_out);
       } else
         value = grad_out;