# RUN: %PYTHON %s | FileCheck %s from mlir.ir import * from mlir.dialects import transform from mlir.dialects.transform import tune, debug def run(f): print("\nTEST:", f.__name__) with Context(), Location.unknown(): module = Module.create() with InsertionPoint(module.body): sequence = transform.SequenceOp( transform.FailurePropagationMode.Propagate, [], transform.AnyOpType.get(), ) with InsertionPoint(sequence.body): f(sequence.bodyTarget) transform.YieldOp() print(module) return f # CHECK-LABEL: TEST: testKnobOp @run def testKnobOp(target): any_param = transform.AnyParamType.get() # CHECK: %[[HEADS_OR_TAILS:.*]] = transform.tune.knob<"coin"> options = [true, false] -> !transform.any_param heads_or_tails = tune.KnobOp( result=any_param, name=StringAttr.get("coin"), options=[True, False] ) # CHECK: transform.tune.knob<"animal"> options = ["cat", "dog", unit] -> !transform.any_param tune.KnobOp(any_param, name="animal", options=["cat", "dog", UnitAttr.get()]) # CHECK: transform.tune.knob<"tile_size"> options = [2, 4, 8, 16, 24, 32] -> !transform.any_param tune.KnobOp(any_param, "tile_size", [2, 4, 8, 16, 24, 32]) # CHECK: transform.tune.knob<"magic_value"> options = [2.000000e+00, 2.250000e+00, 2.500000e+00, 2.750000e+00, 3.000000e+00] -> !transform.any_param tune.knob(any_param, "magic_value", [2.0, 2.25, 2.5, 2.75, 3.0]) # CHECK: transform.debug.emit_param_as_remark %[[HEADS_OR_TAILS]] debug.emit_param_as_remark(heads_or_tails) # CHECK: %[[HEADS:.*]] = transform.tune.knob<"coin"> = true from options = [true, false] -> !transform.any_param heads = tune.KnobOp(any_param, "coin", options=[True, False], selected=True) # CHECK: transform.tune.knob<"animal"> = "dog" from options = ["cat", "dog", unit] -> !transform.any_param tune.KnobOp( any_param, name="animal", options=["cat", "dog", UnitAttr.get()], selected="dog" ) # CHECK: transform.tune.knob<"tile_size"> = 8 : i64 from options = [2, 4, 8, 16, 24, 32] -> !transform.any_param tune.KnobOp(any_param, "tile_size", [2, 4, 8, 16, 24, 32], selected=8) # CHECK: transform.tune.knob<"magic_value"> = 2.500000e+00 : f64 from options = [2.000000e+00, 2.250000e+00, 2.500000e+00, 2.750000e+00, 3.000000e+00] -> !transform.any_param tune.knob(any_param, "magic_value", [2.0, 2.25, 2.5, 2.75, 3.0], selected=2.5) # CHECK: transform.debug.emit_param_as_remark %[[HEADS]] debug.emit_param_as_remark(heads) # CHECK: transform.tune.knob<"range_as_a_dict"> = 4 : i64 from options = {start = 2 : i64, step = 2 : i64, stop = 16 : i64} -> !transform.any_param # NB: Membership of `selected` in non-ArrayAttr `options` is _not_ verified. i64 = IntegerType.get_signless(64) tune.knob( any_param, "range_as_a_dict", DictAttr.get( { "start": IntegerAttr.get(i64, 2), "stop": IntegerAttr.get(i64, 16), "step": IntegerAttr.get(i64, 2), } ), selected=4, )