[Mlir-commits] [mlir] [MLIR, Python] Support converting boolean numpy arrays to and from mlir attributes (PR #113064)
Kasper Nielsen
llvmlistbot at llvm.org
Wed Oct 23 08:04:03 PDT 2024
================
@@ -757,103 +757,10 @@ class PyDenseElementsAttribute
throw py::error_already_set();
}
auto freeBuffer = llvm::make_scope_exit([&]() { PyBuffer_Release(&view); });
- SmallVector<int64_t> shape;
- if (explicitShape) {
- shape.append(explicitShape->begin(), explicitShape->end());
- } else {
- shape.append(view.shape, view.shape + view.ndim);
- }
- MlirAttribute encodingAttr = mlirAttributeGetNull();
MlirContext context = contextWrapper->get();
-
- // Detect format codes that are suitable for bulk loading. This includes
- // all byte aligned integer and floating point types up to 8 bytes.
- // Notably, this excludes, bool (which needs to be bit-packed) and
- // other exotics which do not have a direct representation in the buffer
- // protocol (i.e. complex, etc).
- std::optional<MlirType> bulkLoadElementType;
- if (explicitType) {
- bulkLoadElementType = *explicitType;
- } else {
- std::string_view format(view.format);
- if (format == "f") {
- // f32
- assert(view.itemsize == 4 && "mismatched array itemsize");
- bulkLoadElementType = mlirF32TypeGet(context);
- } else if (format == "d") {
- // f64
- assert(view.itemsize == 8 && "mismatched array itemsize");
- bulkLoadElementType = mlirF64TypeGet(context);
- } else if (format == "e") {
- // f16
- assert(view.itemsize == 2 && "mismatched array itemsize");
- bulkLoadElementType = mlirF16TypeGet(context);
- } else if (isSignedIntegerFormat(format)) {
- if (view.itemsize == 4) {
- // i32
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 32)
- : mlirIntegerTypeSignedGet(context, 32);
- } else if (view.itemsize == 8) {
- // i64
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 64)
- : mlirIntegerTypeSignedGet(context, 64);
- } else if (view.itemsize == 1) {
- // i8
- bulkLoadElementType = signless ? mlirIntegerTypeGet(context, 8)
- : mlirIntegerTypeSignedGet(context, 8);
- } else if (view.itemsize == 2) {
- // i16
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 16)
- : mlirIntegerTypeSignedGet(context, 16);
- }
- } else if (isUnsignedIntegerFormat(format)) {
- if (view.itemsize == 4) {
- // unsigned i32
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 32)
- : mlirIntegerTypeUnsignedGet(context, 32);
- } else if (view.itemsize == 8) {
- // unsigned i64
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 64)
- : mlirIntegerTypeUnsignedGet(context, 64);
- } else if (view.itemsize == 1) {
- // i8
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 8)
- : mlirIntegerTypeUnsignedGet(context, 8);
- } else if (view.itemsize == 2) {
- // i16
- bulkLoadElementType = signless
- ? mlirIntegerTypeGet(context, 16)
- : mlirIntegerTypeUnsignedGet(context, 16);
- }
- }
- if (!bulkLoadElementType) {
- throw std::invalid_argument(
- std::string("unimplemented array format conversion from format: ") +
- std::string(format));
- }
- }
-
- MlirType shapedType;
- if (mlirTypeIsAShaped(*bulkLoadElementType)) {
- if (explicitShape) {
- throw std::invalid_argument("Shape can only be specified explicitly "
- "when the type is not a shaped type.");
- }
- shapedType = *bulkLoadElementType;
- } else {
- shapedType = mlirRankedTensorTypeGet(shape.size(), shape.data(),
- *bulkLoadElementType, encodingAttr);
- }
- size_t rawBufferSize = view.len;
- MlirAttribute attr =
- mlirDenseElementsAttrRawBufferGet(shapedType, rawBufferSize, view.buf);
+ MlirAttribute attr = getAttributeFromBuffer(view, signless, explicitType,
----------------
kasper0406 wrote:
I had to move the if-statements to the `getAttributeFromBuffer` method, as now the i1 case will not follow the usual flow, but instead call `getBitpackedAttributeFromBooleanBuffer` to construct the MlirAttribute.
https://github.com/llvm/llvm-project/pull/113064
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