forked from OSchip/llvm-project
487 lines
19 KiB
Python
487 lines
19 KiB
Python
# Copyright 2019 The MLIR Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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# RUN: %p/test_edsc %s | FileCheck %s
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"""Python2 and 3 test for the MLIR EDSC Python bindings"""
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import google_mlir.bindings.python.pybind as E
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import inspect
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# Prints `str` prefixed by the current test function name so we can use it in
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# Filecheck label directives.
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# This is achieved by inspecting the stack and getting the parent name.
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def printWithCurrentFunctionName(str):
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print(inspect.stack()[1][3])
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print(str)
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class EdscTest:
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def setUp(self):
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self.module = E.MLIRModule()
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self.boolType = self.module.make_scalar_type("i", 1)
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self.i32Type = self.module.make_scalar_type("i", 32)
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self.f32Type = self.module.make_scalar_type("f32")
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self.indexType = self.module.make_index_type()
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def testBlockArguments(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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E.constant_index(42)
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with E.BlockContext([self.f32Type, self.f32Type]) as b:
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b.arg(0) + b.arg(1)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBlockArguments
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# CHECK: %{{.*}} = constant 42 : index
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# CHECK: ^bb{{.*}}(%{{.*}}: f32, %{{.*}}: f32):
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# CHECK: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
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def testBlockContext(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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cst = E.constant_index(42)
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with E.BlockContext():
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cst + cst
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBlockContext
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# CHECK: %{{.*}} = constant 42 : index
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# CHECK: ^bb
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# CHECK: %{{.*}} = "affine.apply"() {map = () -> (84)} : () -> index
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def testBlockContextAppend(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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E.constant_index(41)
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with E.BlockContext() as b:
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blk = b # save block handle for later
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E.constant_index(0)
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E.constant_index(42)
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with E.BlockContext(E.appendTo(blk)):
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E.constant_index(1)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBlockContextAppend
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# CHECK: %{{.*}} = constant 41 : index
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# CHECK: %{{.*}} = constant 42 : index
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# CHECK: ^bb
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# CHECK: %{{.*}} = constant 0 : index
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# CHECK: %{{.*}} = constant 1 : index
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def testBlockContextStandalone(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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blk1 = E.BlockContext()
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blk2 = E.BlockContext()
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with blk1:
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E.constant_index(0)
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with blk2:
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E.constant_index(56)
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E.constant_index(57)
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E.constant_index(41)
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with blk1:
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E.constant_index(1)
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E.constant_index(42)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBlockContextStandalone
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# CHECK: %{{.*}} = constant 41 : index
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# CHECK: %{{.*}} = constant 42 : index
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# CHECK: ^bb
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# CHECK: %{{.*}} = constant 0 : index
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# CHECK: %{{.*}} = constant 1 : index
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# CHECK: ^bb
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# CHECK: %{{.*}} = constant 56 : index
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# CHECK: %{{.*}} = constant 57 : index
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def testBooleanOps(self):
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self.setUp()
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with self.module.function_context(
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"booleans", [self.boolType for _ in range(4)], []) as fun:
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i, j, k, l = (fun.arg(x) for x in range(4))
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stmt1 = (i < j) & (j >= k)
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stmt2 = ~(stmt1 | (k == l))
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBooleanOps
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# CHECK: %{{.*}} = cmpi "slt", %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = cmpi "sge", %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = muli %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = cmpi "eq", %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = constant 1 : i1
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# CHECK: %{{.*}} = subi %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = constant 1 : i1
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# CHECK: %{{.*}} = subi %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = muli %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = constant 1 : i1
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# CHECK: %{{.*}} = subi %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = constant 1 : i1
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# CHECK: %{{.*}} = subi %{{.*}}, %{{.*}} : i1
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def testBr(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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with E.BlockContext() as b:
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blk = b
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E.ret()
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E.br(blk)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBr
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# CHECK: br ^bb
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# CHECK: ^bb
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# CHECK: return
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def testBrArgs(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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# Create an infinite loop.
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with E.BlockContext([self.indexType, self.indexType]) as b:
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E.br(b, [b.arg(1), b.arg(0)])
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E.br(b, [E.constant_index(0), E.constant_index(1)])
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBrArgs
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# CHECK: %{{.*}} = constant 0 : index
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# CHECK: %{{.*}} = constant 1 : index
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# CHECK: br ^bb{{.*}}(%{{.*}}, %{{.*}} : index, index)
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# CHECK: ^bb{{.*}}(%{{.*}}: index, %{{.*}}: index):
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# CHECK: br ^bb{{.*}}(%{{.*}}, %{{.*}} : index, index)
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def testBrDeclaration(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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blk = E.BlockContext()
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E.br(blk.handle())
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with blk:
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E.ret()
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testBrDeclaration
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# CHECK: br ^bb
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# CHECK: ^bb
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# CHECK: return
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def testCallOp(self):
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self.setUp()
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callee = self.module.declare_function("sqrtf", [self.f32Type],
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[self.f32Type])
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with self.module.function_context("call", [self.f32Type], []) as fun:
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funCst = E.constant_function(callee)
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funCst([fun.arg(0)]) + E.constant_float(42., self.f32Type)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testCallOp
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# CHECK: func @sqrtf(f32) -> f32
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# CHECK: %{{.*}} = constant @sqrtf : (f32) -> f32
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# CHECK: %{{.*}} = call_indirect %{{.*}}(%{{.*}}) : (f32) -> f32
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def testCondBr(self):
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self.setUp()
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with self.module.function_context("foo", [self.boolType], []) as fun:
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with E.BlockContext() as blk1:
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E.ret([])
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with E.BlockContext([self.indexType]) as blk2:
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E.ret([])
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cst = E.constant_index(0)
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E.cond_br(fun.arg(0), blk1, [], blk2, [cst])
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testCondBr
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# CHECK: cond_br %{{.*}}, ^bb{{.*}}, ^bb{{.*}}(%{{.*}} : index)
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def testConstants(self):
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self.setUp()
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with self.module.function_context("constants", [], []) as fun:
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E.constant_float(1.23, self.module.make_scalar_type("bf16"))
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E.constant_float(1.23, self.module.make_scalar_type("f16"))
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E.constant_float(1.23, self.module.make_scalar_type("f32"))
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E.constant_float(1.23, self.module.make_scalar_type("f64"))
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E.constant_int(1, 1)
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E.constant_int(123, 8)
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E.constant_int(123, 16)
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E.constant_int(123, 32)
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E.constant_int(123, 64)
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E.constant_index(123)
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E.constant_function(fun)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testConstants
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# CHECK: constant 1.230000e+00 : bf16
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# CHECK: constant 1.230470e+00 : f16
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# CHECK: constant 1.230000e+00 : f32
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# CHECK: constant 1.230000e+00 : f64
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# CHECK: constant 1 : i1
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# CHECK: constant 123 : i8
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# CHECK: constant 123 : i16
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# CHECK: constant 123 : i32
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# CHECK: constant 123 : index
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# CHECK: constant @constants : () -> ()
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def testCustom(self):
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self.setUp()
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with self.module.function_context("custom", [self.indexType, self.f32Type],
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[]) as fun:
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E.op("foo", [fun.arg(0)], [self.f32Type]) + fun.arg(1)
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testCustom
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# CHECK: %{{.*}} = "foo"(%{{.*}}) : (index) -> f32
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# CHECK: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
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# Create 'addi' using the generic Op interface. We need an operation known
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# to the execution engine so that the engine can compile it.
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def testCustomOpCompilation(self):
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self.setUp()
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with self.module.function_context("adder", [self.i32Type], []) as f:
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c1 = E.op(
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"std.constant", [], [self.i32Type],
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value=self.module.integerAttr(self.i32Type, 42))
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E.op("std.addi", [c1, f.arg(0)], [self.i32Type])
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E.ret([])
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self.module.compile()
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printWithCurrentFunctionName(str(self.module.get_engine_address() == 0))
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# CHECK-LABEL: testCustomOpCompilation
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# CHECK: False
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def testDivisions(self):
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self.setUp()
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with self.module.function_context(
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"division", [self.indexType, self.i32Type, self.i32Type], []) as fun:
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# indices only support floor division
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fun.arg(0) // E.constant_index(42)
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# regular values only support regular division
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fun.arg(1) / fun.arg(2)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testDivisions
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# CHECK: floordiv 42
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# CHECK: divis %{{.*}}, %{{.*}} : i32
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def testFunctionArgs(self):
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self.setUp()
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with self.module.function_context("foo", [self.f32Type, self.f32Type],
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[self.indexType]) as fun:
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pass
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testFunctionArgs
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# CHECK: func @foo(%{{.*}}: f32, %{{.*}}: f32) -> index
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def testFunctionContext(self):
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self.setUp()
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with self.module.function_context("foo", [], []):
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pass
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printWithCurrentFunctionName(self.module.get_function("foo"))
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# CHECK-LABEL: testFunctionContext
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# CHECK: func @foo() {
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def testFunctionDeclaration(self):
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self.setUp()
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boolAttr = self.module.boolAttr(True)
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t = self.module.make_memref_type(self.f32Type, [10])
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t_llvm_noalias = t({"llvm.noalias": boolAttr})
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t_readonly = t({"readonly": boolAttr})
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f = self.module.declare_function("foo", [t, t_llvm_noalias, t_readonly], [])
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testFunctionDeclaration
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# CHECK: func @foo(memref<10xf32>, memref<10xf32> {llvm.noalias = true}, memref<10xf32> {readonly = true})
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def testFunctionMultiple(self):
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self.setUp()
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with self.module.function_context("foo", [], []):
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pass
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with self.module.function_context("foo", [], []):
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E.constant_index(0)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testFunctionMultiple
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# CHECK: func @foo()
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# CHECK: func @foo_0()
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# CHECK: %{{.*}} = constant 0 : index
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def testIndexedValue(self):
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self.setUp()
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memrefType = self.module.make_memref_type(self.f32Type, [10, 42])
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with self.module.function_context("indexed", [memrefType],
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[memrefType]) as fun:
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A = E.IndexedValue(fun.arg(0))
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cst = E.constant_float(1., self.f32Type)
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with E.LoopNestContext(
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[E.constant_index(0), E.constant_index(0)],
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[E.constant_index(10), E.constant_index(42)], [1, 1]) as (i, j):
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A.store([i, j], A.load([i, j]) + cst)
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E.ret([fun.arg(0)])
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testIndexedValue
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# CHECK: "affine.for"()
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# CHECK: "affine.for"()
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# CHECK: "affine.load"
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# CHECK-SAME: memref<10x42xf32>
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# CHECK: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
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# CHECK: "affine.store"
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# CHECK-SAME: memref<10x42xf32>
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# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (42)}
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# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (10)}
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def testLoopContext(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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lhs = E.constant_index(0)
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rhs = E.constant_index(42)
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with E.LoopContext(lhs, rhs, 1) as i:
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lhs + rhs + i
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with E.LoopContext(rhs, rhs + rhs, 2) as j:
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x = i + j
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testLoopContext
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# CHECK: "affine.for"() (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: "affine.for"(%{{.*}}, %{{.*}}) (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: "affine.apply"(%{{.*}}, %{{.*}}) {map = (d0, d1) -> (d0 + d1)} : (index, index) -> index
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# CHECK: {lower_bound = (d0) -> (d0), step = 2 : index, upper_bound = (d0) -> (d0)} : (index, index) -> ()
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# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (42)}
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def testLoopNestContext(self):
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self.setUp()
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with self.module.function_context("foo", [], []) as fun:
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lbs = [E.constant_index(i) for i in range(4)]
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ubs = [E.constant_index(10 * i + 5) for i in range(4)]
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with E.LoopNestContext(lbs, ubs, [1, 3, 5, 7]) as (i, j, k, l):
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i + j + k + l
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printWithCurrentFunctionName(str(fun))
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# CHECK-LABEL: testLoopNestContext
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# CHECK: "affine.for"() (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: "affine.for"() (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: "affine.for"() (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: "affine.for"() (
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# CHECK: ^bb{{.*}}(%{{.*}}: index):
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# CHECK: %{{.*}} = "affine.apply"(%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}) {map = (d0, d1, d2, d3) -> (d0 + d1 + d2 + d3)} : (index, index, index, index) -> index
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def testMLIRBooleanCompilation(self):
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self.setUp()
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m = self.module.make_memref_type(self.boolType, [10]) # i1 tensor
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with self.module.function_context("mkbooltensor", [m, m], []) as f:
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input = E.IndexedValue(f.arg(0))
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output = E.IndexedValue(f.arg(1))
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zero = E.constant_index(0)
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ten = E.constant_index(10)
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with E.LoopNestContext([zero] * 3, [ten] * 3, [1] * 3) as (i, j, k):
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b1 = (i < j) & (j < k)
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b2 = ~b1
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b3 = b2 | (k < j)
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output.store([i], input.load([i]) & b3)
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E.ret([])
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self.module.compile()
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printWithCurrentFunctionName(str(self.module.get_engine_address() == 0))
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# CHECK-LABEL: testMLIRBooleanCompilation
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# CHECK: False
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def testMLIRFunctionCreation(self):
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self.setUp()
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module = E.MLIRModule()
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t = module.make_scalar_type("f32")
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m = module.make_memref_type(t, [3, 4, -1, 5])
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printWithCurrentFunctionName(str(t))
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print(str(m))
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print(str(module.make_function("copy", [m, m], [])))
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print(str(module.make_function("sqrtf", [t], [t])))
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# CHECK-LABEL: testMLIRFunctionCreation
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# CHECK: f32
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# CHECK: memref<3x4x?x5xf32>
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# CHECK: func @copy(%{{.*}}: memref<3x4x?x5xf32>, %{{.*}}: memref<3x4x?x5xf32>) {
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# CHECK: func @sqrtf(%{{.*}}: f32) -> f32
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def testMLIRScalarTypes(self):
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self.setUp()
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module = E.MLIRModule()
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printWithCurrentFunctionName(str(module.make_scalar_type("bf16")))
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print(str(module.make_scalar_type("f16")))
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print(str(module.make_scalar_type("f32")))
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print(str(module.make_scalar_type("f64")))
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print(str(module.make_scalar_type("i", 1)))
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print(str(module.make_scalar_type("i", 8)))
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print(str(module.make_scalar_type("i", 32)))
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print(str(module.make_scalar_type("i", 123)))
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print(str(module.make_scalar_type("index")))
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# CHECK-LABEL: testMLIRScalarTypes
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# CHECK: bf16
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# CHECK: f16
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# CHECK: f32
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# CHECK: f64
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# CHECK: i1
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# CHECK: i8
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# CHECK: i32
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# CHECK: i123
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# CHECK: index
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def testMatrixMultiply(self):
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self.setUp()
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memrefType = self.module.make_memref_type(self.f32Type, [32, 32])
|
|
with self.module.function_context(
|
|
"matmul", [memrefType, memrefType, memrefType], []) as fun:
|
|
A = E.IndexedValue(fun.arg(0))
|
|
B = E.IndexedValue(fun.arg(1))
|
|
C = E.IndexedValue(fun.arg(2))
|
|
c0 = E.constant_index(0)
|
|
c32 = E.constant_index(32)
|
|
with E.LoopNestContext([c0, c0, c0], [c32, c32, c32], [1, 1, 1]) as (i, j,
|
|
k):
|
|
C.store([i, j], A.load([i, k]) * B.load([k, j]))
|
|
E.ret([])
|
|
printWithCurrentFunctionName(str(fun))
|
|
# CHECK-LABEL: testMatrixMultiply
|
|
# CHECK: "affine.for"()
|
|
# CHECK: "affine.for"()
|
|
# CHECK: "affine.for"()
|
|
# CHECK-DAG: %{{.*}} = "affine.load"
|
|
# CHECK-DAG: %{{.*}} = "affine.load"
|
|
# CHECK: %{{.*}} = mulf %{{.*}}, %{{.*}} : f32
|
|
# CHECK: "affine.store"
|
|
# CHECK-SAME: memref<32x32xf32>
|
|
# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (32)} : () -> ()
|
|
# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (32)} : () -> ()
|
|
# CHECK: {lower_bound = () -> (0), step = 1 : index, upper_bound = () -> (32)} : () -> ()
|
|
|
|
def testRet(self):
|
|
self.setUp()
|
|
with self.module.function_context("foo", [],
|
|
[self.indexType, self.indexType]) as fun:
|
|
c42 = E.constant_index(42)
|
|
c0 = E.constant_index(0)
|
|
E.ret([c42, c0])
|
|
printWithCurrentFunctionName(str(fun))
|
|
# CHECK-LABEL: testRet
|
|
# CHECK: %{{.*}} = constant 42 : index
|
|
# CHECK: %{{.*}} = constant 0 : index
|
|
# CHECK: return %{{.*}}, %{{.*}} : index, index
|
|
|
|
def testSelectOp(self):
|
|
self.setUp()
|
|
with self.module.function_context("foo", [self.boolType],
|
|
[self.i32Type]) as fun:
|
|
a = E.constant_int(42, 32)
|
|
b = E.constant_int(0, 32)
|
|
E.ret([E.select(fun.arg(0), a, b)])
|
|
printWithCurrentFunctionName(str(fun))
|
|
# CHECK-LABEL: testSelectOp
|
|
# CHECK: %{{.*}} = select %{{.*}}, %{{.*}}, %{{.*}} : i32
|
|
|
|
|
|
# Until python 3.6 this cannot be used because the order in the dict is not the
|
|
# order of method declaration.
|
|
def runTests():
|
|
def isTest(attr):
|
|
return inspect.ismethod(attr) and "EdscTest.setUp " not in str(attr)
|
|
|
|
edscTest = EdscTest()
|
|
tests = sorted(filter(isTest,
|
|
(getattr(edscTest, attr) for attr in dir(edscTest))),
|
|
key = lambda x : str(x))
|
|
for test in tests:
|
|
test()
|
|
|
|
if __name__ == '__main__':
|
|
runTests()
|