A new transform op to represent that an attribute is to be chosen from a set of alternatives and that this choice is made available as a `!transform.param`. When a `selected` argument is provided, the op's `apply()` semantics is that of just making this selected attribute available as the result. When `selected` is not provided, `apply()` complains that nothing has resolved the non-determinism that the op is representing.
73 lines
3.1 KiB
Python
73 lines
3.1 KiB
Python
# RUN: %PYTHON %s | FileCheck %s
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from mlir.ir import *
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from mlir.dialects import transform
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from mlir.dialects.transform import tune, debug
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def run(f):
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print("\nTEST:", f.__name__)
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with Context(), Location.unknown():
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module = Module.create()
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with InsertionPoint(module.body):
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sequence = transform.SequenceOp(
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transform.FailurePropagationMode.Propagate,
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[],
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transform.AnyOpType.get(),
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)
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with InsertionPoint(sequence.body):
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f(sequence.bodyTarget)
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transform.YieldOp()
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print(module)
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return f
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# CHECK-LABEL: TEST: testKnobOp
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@run
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def testKnobOp(target):
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any_param = transform.AnyParamType.get()
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# CHECK: %[[HEADS_OR_TAILS:.*]] = transform.tune.knob<"coin"> options = [true, false] -> !transform.any_param
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heads_or_tails = tune.KnobOp(
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result=any_param, name=StringAttr.get("coin"), options=[True, False]
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)
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# CHECK: transform.tune.knob<"animal"> options = ["cat", "dog", unit] -> !transform.any_param
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tune.KnobOp(any_param, name="animal", options=["cat", "dog", UnitAttr.get()])
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# CHECK: transform.tune.knob<"tile_size"> options = [2, 4, 8, 16, 24, 32] -> !transform.any_param
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tune.KnobOp(any_param, "tile_size", [2, 4, 8, 16, 24, 32])
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# 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
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tune.knob(any_param, "magic_value", [2.0, 2.25, 2.5, 2.75, 3.0])
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# CHECK: transform.debug.emit_param_as_remark %[[HEADS_OR_TAILS]]
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debug.emit_param_as_remark(heads_or_tails)
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# CHECK: %[[HEADS:.*]] = transform.tune.knob<"coin"> = true from options = [true, false] -> !transform.any_param
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heads = tune.KnobOp(any_param, "coin", options=[True, False], selected=True)
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# CHECK: transform.tune.knob<"animal"> = "dog" from options = ["cat", "dog", unit] -> !transform.any_param
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tune.KnobOp(
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any_param, name="animal", options=["cat", "dog", UnitAttr.get()], selected="dog"
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)
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# CHECK: transform.tune.knob<"tile_size"> = 8 : i64 from options = [2, 4, 8, 16, 24, 32] -> !transform.any_param
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tune.KnobOp(any_param, "tile_size", [2, 4, 8, 16, 24, 32], selected=8)
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# 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
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tune.knob(any_param, "magic_value", [2.0, 2.25, 2.5, 2.75, 3.0], selected=2.5)
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# CHECK: transform.debug.emit_param_as_remark %[[HEADS]]
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debug.emit_param_as_remark(heads)
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# CHECK: transform.tune.knob<"range_as_a_dict"> = 4 : i64 from options = {start = 2 : i64, step = 2 : i64, stop = 16 : i64} -> !transform.any_param
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# NB: Membership of `selected` in non-ArrayAttr `options` is _not_ verified.
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i64 = IntegerType.get_signless(64)
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tune.knob(
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any_param,
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"range_as_a_dict",
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DictAttr.get(
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{
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"start": IntegerAttr.get(i64, 2),
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"stop": IntegerAttr.get(i64, 16),
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"step": IntegerAttr.get(i64, 2),
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}
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),
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selected=4,
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)
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