[mlir][sparse] add test cases for sparse tensor slices on COO tensors
Reviewed By: aartbik, bixia Differential Revision: https://reviews.llvm.org/D146074
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@ -9,6 +9,7 @@
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//
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// TODO: support slices on lib path
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#CSR = #sparse_tensor.encoding<{
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dimLevelType = [ "dense", "compressed" ]
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}>
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@ -23,6 +24,21 @@
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slice = [ (?, ?, ?), (?, ?, ?) ]
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}>
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#COO = #sparse_tensor.encoding<{
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dimLevelType = [ "compressed-nu", "singleton" ]
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}>
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#COO_SLICE = #sparse_tensor.encoding<{
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dimLevelType = [ "compressed-nu", "singleton" ],
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slice = [ (1, 4, 1), (1, 4, 2) ]
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}>
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#COO_SLICE_DYN = #sparse_tensor.encoding<{
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dimLevelType = [ "compressed-nu", "singleton" ],
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slice = [ (?, ?, ?), (?, ?, ?) ]
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}>
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module {
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func.func @foreach_print_non_slice(%A: tensor<4x4xf64, #CSR>) {
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@ -55,6 +71,26 @@ module {
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return
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}
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func.func @foreach_print_slice_coo(%A: tensor<4x4xf64, #COO_SLICE>) {
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sparse_tensor.foreach in %A : tensor<4x4xf64, #COO_SLICE> do {
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^bb0(%1: index, %2: index, %v: f64) :
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vector.print %1: index
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vector.print %2: index
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vector.print %v: f64
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}
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return
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}
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func.func @foreach_print_slice_coo_dyn(%A: tensor<?x?xf64, #COO_SLICE_DYN>) {
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sparse_tensor.foreach in %A : tensor<?x?xf64, #COO_SLICE_DYN> do {
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^bb0(%1: index, %2: index, %v: f64) :
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vector.print %1: index
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vector.print %2: index
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vector.print %v: f64
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}
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return
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}
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func.func @entry() {
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%c0 = arith.constant 0 : index
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%c1 = arith.constant 1 : index
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@ -76,6 +112,10 @@ module {
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%tmp = sparse_tensor.convert %sa : tensor<8x8xf64> to tensor<8x8xf64, #CSR>
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%a = tensor.extract_slice %tmp[1, 1][4, 4][1, 2] : tensor<8x8xf64, #CSR> to
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tensor<4x4xf64, #CSR_SLICE>
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%tmp_coo = sparse_tensor.convert %sa : tensor<8x8xf64> to tensor<8x8xf64, #COO>
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%a_coo = tensor.extract_slice %tmp_coo[1, 1][4, 4][1, 2] : tensor<8x8xf64, #COO> to
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tensor<4x4xf64, #COO_SLICE>
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// Foreach on sparse tensor slices directly
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//
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// CHECK: 1
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@ -89,6 +129,18 @@ module {
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// CHECK-NEXT: 2.1
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//
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call @foreach_print_slice(%a) : (tensor<4x4xf64, #CSR_SLICE>) -> ()
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// Same results for COO
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// CHECK-NEXT: 1
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// CHECK-NEXT: 0
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// CHECK-NEXT: 2.3
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// CHECK-NEXT: 2
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// CHECK-NEXT: 3
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// CHECK-NEXT: 1
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// CHECK-NEXT: 3
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// CHECK-NEXT: 2
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// CHECK-NEXT: 2.1
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//
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call @foreach_print_slice_coo(%a_coo) : (tensor<4x4xf64, #COO_SLICE>) -> ()
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%dense = tensor.extract_slice %sa[1, 1][4, 4][1, 2] : tensor<8x8xf64> to
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tensor<4x4xf64>
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@ -111,8 +163,12 @@ module {
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// TODO: Investigates why reusing the same %tmp above would cause bufferization
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// errors.
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%tmp1 = sparse_tensor.convert %sa : tensor<8x8xf64> to tensor<8x8xf64, #CSR>
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%a_dyn = tensor.extract_slice %tmp1[%c1, %c1][%c4, %c4][%c1, %c2] :
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tensor<8x8xf64, #CSR> to tensor<?x?xf64, #CSR_SLICE_DYN>
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%a_dyn = tensor.extract_slice %tmp1[%c1, %c1][%c4, %c4][%c1, %c2] : tensor<8x8xf64, #CSR> to
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tensor<?x?xf64, #CSR_SLICE_DYN>
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%tmp1_coo = sparse_tensor.convert %sa : tensor<8x8xf64> to tensor<8x8xf64, #COO>
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%a_dyn_coo = tensor.extract_slice %tmp1_coo[%c1, %c1][%c4, %c4][%c1, %c2] : tensor<8x8xf64, #COO> to
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tensor<?x?xf64, #COO_SLICE_DYN>
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//
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// CHECK-NEXT: 1
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// CHECK-NEXT: 0
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@ -125,9 +181,22 @@ module {
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// CHECK-NEXT: 2.1
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//
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call @foreach_print_slice_dyn(%a_dyn) : (tensor<?x?xf64, #CSR_SLICE_DYN>) -> ()
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// CHECK-NEXT: 1
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// CHECK-NEXT: 0
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// CHECK-NEXT: 2.3
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// CHECK-NEXT: 2
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// CHECK-NEXT: 3
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// CHECK-NEXT: 1
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// CHECK-NEXT: 3
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// CHECK-NEXT: 2
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// CHECK-NEXT: 2.1
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//
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call @foreach_print_slice_coo_dyn(%a_dyn_coo) : (tensor<?x?xf64, #COO_SLICE_DYN>) -> ()
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bufferization.dealloc_tensor %tmp : tensor<8x8xf64, #CSR>
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bufferization.dealloc_tensor %tmp1 : tensor<8x8xf64, #CSR>
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bufferization.dealloc_tensor %tmp_coo : tensor<8x8xf64, #COO>
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bufferization.dealloc_tensor %tmp1_coo : tensor<8x8xf64, #COO>
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bufferization.dealloc_tensor %b : tensor<4x4xf64, #CSR>
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return
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}
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