mirror of https://github.com/llvm/torch-mlir
[MLIR][TORCH] Add E2E support for aten.Bool.[float|int] op
This commit adds lowering of `aten.Bool.float` and `aten.Bool.int` op. Signed-Off By: Vivek Khandelwal <vivek@nod-labs.com>pull/871/head snapshot-20220524.471
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014a6d16c7
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56e77d4213
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@ -7189,6 +7189,54 @@ def Torch_AtenSqrtIntOp : Torch_Op<"aten.sqrt.int", [
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let hasFolder = 1;
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let hasFolder = 1;
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}
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}
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def Torch_AtenBoolFloatOp : Torch_Op<"aten.Bool.float", [
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AllowsTypeRefinement,
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HasValueSemantics,
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ReadOnly
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]> {
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let summary = "Generated op for `aten::Bool.float : (float) -> (bool)`";
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let arguments = (ins
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Torch_FloatType:$a
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);
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let results = (outs
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Torch_BoolType:$result
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);
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let hasCustomAssemblyFormat = 1;
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let extraClassDefinition = [{
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ParseResult AtenBoolFloatOp::parse(OpAsmParser &parser, OperationState &result) {
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return parseDefaultTorchOp(parser, result, 1, 1);
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}
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void AtenBoolFloatOp::print(OpAsmPrinter &printer) {
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printDefaultTorchOp(printer, *this, 1, 1);
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}
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}];
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let hasFolder = 1;
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}
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def Torch_AtenBoolIntOp : Torch_Op<"aten.Bool.int", [
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AllowsTypeRefinement,
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HasValueSemantics,
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ReadOnly
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]> {
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let summary = "Generated op for `aten::Bool.int : (int) -> (bool)`";
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let arguments = (ins
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Torch_IntType:$a
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);
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let results = (outs
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Torch_BoolType:$result
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);
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let hasCustomAssemblyFormat = 1;
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let extraClassDefinition = [{
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ParseResult AtenBoolIntOp::parse(OpAsmParser &parser, OperationState &result) {
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return parseDefaultTorchOp(parser, result, 1, 1);
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}
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void AtenBoolIntOp::print(OpAsmPrinter &printer) {
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printDefaultTorchOp(printer, *this, 1, 1);
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}
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}];
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let hasFolder = 1;
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}
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def Torch_AtenEqDeviceOp : Torch_Op<"aten.eq.device", [
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def Torch_AtenEqDeviceOp : Torch_Op<"aten.eq.device", [
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AllowsTypeRefinement,
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AllowsTypeRefinement,
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HasValueSemantics,
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HasValueSemantics,
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@ -225,6 +225,33 @@ public:
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};
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};
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} // namespace
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} // namespace
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namespace {
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template <typename OpTy, typename CmpOpTy, typename CmpOpPred, CmpOpPred Pred>
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class ConvertAtenBoolLikeOp : public OpConversionPattern<OpTy> {
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public:
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using OpConversionPattern<OpTy>::OpConversionPattern;
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using OpAdaptor = typename OpTy::Adaptor;
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LogicalResult
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matchAndRewrite(OpTy op, OpAdaptor adaptor,
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ConversionPatternRewriter &rewriter) const override {
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Location loc = op.getLoc();
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Type inputType = adaptor.a().getType();
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Value cstZero = rewriter.create<arith::ConstantOp>(
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loc, rewriter.getZeroAttr(inputType));
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Value cstTrue =
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rewriter.create<arith::ConstantOp>(loc, rewriter.getBoolAttr(true));
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Value cstFalse =
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rewriter.create<arith::ConstantOp>(loc, rewriter.getBoolAttr(false));
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Value cmpPred;
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cmpPred = rewriter.create<CmpOpTy>(loc, Pred, adaptor.a(), cstZero);
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rewriter.replaceOpWithNewOp<arith::SelectOp>(op, cmpPred, cstTrue,
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cstFalse);
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return success();
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}
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};
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} // namespace
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// -----------------------------------------------------------------------------
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// -----------------------------------------------------------------------------
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// The pass
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// The pass
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// -----------------------------------------------------------------------------
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// -----------------------------------------------------------------------------
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@ -315,6 +342,15 @@ public:
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typeConverter, context);
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typeConverter, context);
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target.addIllegalOp<AtenAnyBoolOp>();
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target.addIllegalOp<AtenAnyBoolOp>();
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patterns.add<ConvertAtenAnyBoolOp>(typeConverter, context);
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patterns.add<ConvertAtenAnyBoolOp>(typeConverter, context);
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target.addIllegalOp<AtenBoolFloatOp, AtenBoolIntOp>();
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patterns.add<
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ConvertAtenBoolLikeOp<AtenBoolFloatOp, arith::CmpFOp,
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arith::CmpFPredicate, arith::CmpFPredicate::UNE>>(
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typeConverter, context);
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patterns.add<
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ConvertAtenBoolLikeOp<AtenBoolIntOp, arith::CmpIOp,
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arith::CmpIPredicate, arith::CmpIPredicate::ne>>(
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typeConverter, context);
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if (failed(applyPartialConversion(getOperation(), target,
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if (failed(applyPartialConversion(getOperation(), target,
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std::move(patterns))))
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std::move(patterns))))
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@ -1002,6 +1002,28 @@ OpFoldResult AtenGeIntOp::fold(ArrayRef<Attribute> operands) {
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[](int64_t a, int64_t b) { return a >= b; });
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[](int64_t a, int64_t b) { return a >= b; });
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}
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}
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//===----------------------------------------------------------------------===//
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// AtenBoolFloatOp
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//===----------------------------------------------------------------------===//
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OpFoldResult AtenBoolFloatOp::fold(ArrayRef<Attribute> operands) {
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double c;
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if (matchPattern(getOperand(), m_TorchConstantFloat(&c)))
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return getI1IntegerAttr(getContext(), c != 0.0);
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return nullptr;
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}
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//===----------------------------------------------------------------------===//
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// AtenBoolIntOp
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//===----------------------------------------------------------------------===//
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OpFoldResult AtenBoolIntOp::fold(ArrayRef<Attribute> operands) {
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int64_t c;
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if (matchPattern(getOperand(), m_TorchConstantInt(&c)))
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return getI1IntegerAttr(getContext(), c != 0);
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return nullptr;
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}
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//===----------------------------------------------------------------------===//
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//===----------------------------------------------------------------------===//
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// AtenFloatScalarOp
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// AtenFloatScalarOp
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//===----------------------------------------------------------------------===//
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//===----------------------------------------------------------------------===//
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@ -523,6 +523,8 @@ def emit_ops(emitter_td: TextEmitter, registry: Registry):
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emit("aten::div : (Scalar, Scalar) -> (float)")
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emit("aten::div : (Scalar, Scalar) -> (float)")
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emit("aten::add : (Scalar, Scalar) -> (Scalar)")
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emit("aten::add : (Scalar, Scalar) -> (Scalar)")
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emit("aten::sqrt.int : (int) -> (float)", has_folder=True)
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emit("aten::sqrt.int : (int) -> (float)", has_folder=True)
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emit("aten::Bool.float : (float) -> (bool)", has_folder=True)
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emit("aten::Bool.int : (int) -> (bool)", has_folder=True)
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emit("aten::eq.device : (Device, Device) -> (bool)")
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emit("aten::eq.device : (Device, Device) -> (bool)")
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emit("aten::ceil.float : (float) -> (int)", has_folder=True)
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emit("aten::ceil.float : (float) -> (int)", has_folder=True)
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@ -191,3 +191,123 @@ class SqrtIntConstantModule(torch.nn.Module):
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@register_test_case(module_factory=lambda: SqrtIntConstantModule())
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@register_test_case(module_factory=lambda: SqrtIntConstantModule())
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def SqrtIntConstantModule_basic(module, tu: TestUtils):
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def SqrtIntConstantModule_basic(module, tu: TestUtils):
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module.forward()
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module.forward()
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# ==============================================================================
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class BoolFloatFalseModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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([], torch.float64, True),
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])
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def forward(self, a):
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sub = float(a) - float(a)
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return bool(torch.ops.aten.Bool(float(sub)))
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@register_test_case(module_factory=lambda: BoolFloatFalseModule())
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def BoolFloatFalseModule_basic(module, tu: TestUtils):
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module.forward(tu.rand(low=0.5).double())
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class BoolFloatTrueModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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([], torch.float64, True),
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])
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def forward(self, a):
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return bool(torch.ops.aten.Bool(float(a)))
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@register_test_case(module_factory=lambda: BoolFloatTrueModule())
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def BoolFloatTrueModule_basic(module, tu: TestUtils):
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module.forward(tu.rand(low=0.5).double())
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class BoolFloatConstantModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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])
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def forward(self):
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return bool(torch.ops.aten.Bool(5.0))
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@register_test_case(module_factory=lambda: BoolFloatConstantModule())
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def BoolFloatConstantModule_basic(module, tu: TestUtils):
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module.forward()
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# ==============================================================================
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class BoolIntFalseModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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([], torch.int64, True),
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])
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def forward(self, a):
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sub = int(a) - int(a)
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return bool(torch.ops.aten.Bool(int(sub)))
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@register_test_case(module_factory=lambda: BoolIntFalseModule())
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def BoolIntFalseModule_basic(module, tu: TestUtils):
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module.forward(torch.randint(1, 100, ()))
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class BoolIntTrueModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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([], torch.int64, True),
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])
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def forward(self, a):
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return bool(torch.ops.aten.Bool(int(a)))
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@register_test_case(module_factory=lambda: BoolIntTrueModule())
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def BoolIntTrueModule_basic(module, tu: TestUtils):
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module.forward(torch.randint(1, 100, ()))
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class BoolIntConstantModule(torch.nn.Module):
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def __init__(self):
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super().__init__()
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@export
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@annotate_args([
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None,
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])
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def forward(self):
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return bool(torch.ops.aten.Bool(5))
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@register_test_case(module_factory=lambda: BoolIntConstantModule())
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def BoolIntConstantModule_basic(module, tu: TestUtils):
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module.forward()
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@ -262,3 +262,33 @@ func.func @torch.aten.any.bool() -> !torch.bool {
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%0 = torch.aten.any.bool %input : !torch.list<bool> -> !torch.bool
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%0 = torch.aten.any.bool %input : !torch.list<bool> -> !torch.bool
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return %0 : !torch.bool
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return %0 : !torch.bool
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}
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}
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// CHECK-LABEL: func.func @torch.aten.Bool.float(
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// CHECK-SAME: %[[ARG:.*]]: !torch.float) -> !torch.bool {
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// CHECK: %[[ARG_F64:.*]] = torch_c.to_f64 %[[ARG]]
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// CHECK: %[[CST:.*]] = arith.constant 0.000000e+00 : f64
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// CHECK: %[[TRUE:.*]] = arith.constant true
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// CHECK: %[[FALSE:.*]] = arith.constant false
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// CHECK: %[[CMP:.*]] = arith.cmpf une, %[[ARG_F64]], %[[CST]] : f64
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// CHECK: %[[SELECT:.*]] = arith.select %[[CMP]], %[[TRUE]], %[[FALSE]] : i1
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// CHECK: %[[OUT:.*]] = torch_c.from_i1 %[[SELECT]]
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// CHECK: return %[[OUT]] : !torch.bool
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func.func @torch.aten.Bool.float(%arg0: !torch.float) -> !torch.bool {
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%0 = torch.aten.Bool.float %arg0 : !torch.float -> !torch.bool
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return %0 : !torch.bool
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}
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// CHECK-LABEL: func.func @torch.aten.Bool.int(
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// CHECK-SAME: %[[ARG:.*]]: !torch.int) -> !torch.bool {
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// CHECK: %[[ARG_I64:.*]] = torch_c.to_i64 %[[ARG]]
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// CHECK: %[[CST:.*]] = arith.constant 0 : i64
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// CHECK: %[[TRUE:.*]] = arith.constant true
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// CHECK: %[[FALSE:.*]] = arith.constant false
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// CHECK: %[[CMP:.*]] = arith.cmpi ne, %[[ARG_I64]], %[[CST]] : i64
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// CHECK: %[[SELECT:.*]] = arith.select %[[CMP]], %[[TRUE]], %[[FALSE]] : i1
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// CHECK: %[[OUT:.*]] = torch_c.from_i1 %[[SELECT]]
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// CHECK: return %[[OUT]] : !torch.bool
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func.func @torch.aten.Bool.int(%arg0: !torch.int) -> !torch.bool {
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%0 = torch.aten.Bool.int %arg0 : !torch.int -> !torch.bool
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return %0 : !torch.bool
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}
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@ -1249,3 +1249,21 @@ func.func @torch.aten.sqrt.int$no_fold(%arg0 : !torch.int) -> !torch.float {
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%0 = torch.aten.sqrt.int %arg0 : !torch.int -> !torch.float
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%0 = torch.aten.sqrt.int %arg0 : !torch.int -> !torch.float
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return %0 : !torch.float
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return %0 : !torch.float
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}
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}
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// CHECK-LABEL: func.func @torch.aten.Bool.float$fold_cst() -> !torch.bool {
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// CHECK: %[[CST2:.*]] = torch.constant.bool true
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// CHECK: return %[[CST2]] : !torch.bool
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func.func @torch.aten.Bool.float$fold_cst() -> !torch.bool {
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%float = torch.constant.float 1.5
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%1 = torch.aten.Bool.float %float : !torch.float -> !torch.bool
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return %1 : !torch.bool
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}
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// CHECK-LABEL: func.func @torch.aten.Bool.int$fold_cst() -> !torch.bool {
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// CHECK: %[[CST2:.*]] = torch.constant.bool true
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// CHECK: return %[[CST2]] : !torch.bool
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func.func @torch.aten.Bool.int$fold_cst() -> !torch.bool {
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%int = torch.constant.int 2
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%1 = torch.aten.Bool.int %int : !torch.int -> !torch.bool
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return %1 : !torch.bool
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}
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