mirror of https://github.com/llvm/torch-mlir
537 lines
20 KiB
Python
537 lines
20 KiB
Python
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# Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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# See https://llvm.org/LICENSE.txt for license information.
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# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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"""Test for the MLIR EDSC Python bindings"""
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import inspect
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import sys
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from npcomp.native.mlir import edsc as E
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from npcomp.utils import test_utils
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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_type("i1")
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self.i32Type = self.module.make_type("i32")
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self.f32Type = self.module.make_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.new_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.new_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 affine_map<() -> (84)>()
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def testBlockContextAppend(self):
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self.setUp()
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with self.module.new_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.new_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.new_function_context("booleans",
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[self.boolType for _ in range(4)],
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[]) 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: %{{.*}} = and %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = cmpi "eq", %{{.*}}, %{{.*}} : i1
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# CHECK: %{{.*}} = or %{{.*}}, %{{.*}} : 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.new_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.new_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.new_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.new_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.new_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 testConstantAffineExpr(self):
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self.setUp()
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with self.module.new_function_context("constant_affine", [], []) as fun:
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a1 = self.module.affine_dim_expr(0)
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a2 = self.module.affine_dim_expr(1)
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a3 = a1 + a2 + 3
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composedExpr = a3.compose(
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self.module.affine_map(2, 0, [
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self.module.affine_constant_expr(4),
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self.module.affine_constant_expr(7)
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]))
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printWithCurrentFunctionName(str(fun))
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print("constant value : %d" % composedExpr.get_constant_value())
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# CHECK-LABEL: testConstantAffineExpr
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# CHECK: constant value : 14
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def testConstants(self):
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self.setUp()
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with self.module.new_function_context("constants", [], []) as fun:
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E.constant_float(1.23, self.module.make_type("bf16"))
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E.constant_float(1.23, self.module.make_type("f16"))
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E.constant_float(1.23, self.module.make_type("f32"))
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E.constant_float(1.23, self.module.make_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.new_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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def testDictionaryAttributes(self):
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self.setUp()
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dictionaryAttr = self.module.dictionaryAttr({
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"int_0": self.module.integerAttr(self.i32Type, 43),
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"int_1": self.module.integerAttr(self.i32Type, 33),
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})
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f = self.module.declare_function("foo", [], [], dict_attr=dictionaryAttr)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testDictionaryAttributes
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# CHECK: func @foo() attributes {dict_attr = {int_0 = 43 : i32, int_1 = 33 : i32}}
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def testDivisions(self):
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self.setUp()
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with self.module.new_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: divi_signed %{{.*}}, %{{.*}} : i32
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def testFunctionArgs(self):
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self.setUp()
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with self.module.new_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.new_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 testFunctionDeclarationWithAffineAttr(self):
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self.setUp()
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a1 = self.module.affine_constant_expr(23)
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a2 = self.module.affine_constant_expr(44)
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a3 = self.module.affine_dim_expr(1)
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s0 = self.module.affine_symbol_expr(0)
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aMap1 = self.module.affine_map(2, 0, [a1, a2, s0])
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aMap2 = self.module.affine_constant_map(42)
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aMap3 = self.module.affine_map(
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2, 0,
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[a1 + a2 * a3, a1 // a3 % a2,
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a1.ceildiv(a2), a1 - 2, a2 * 2, -a3])
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affineAttr1 = self.module.affineMapAttr(aMap1)
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affineAttr2 = self.module.affineMapAttr(aMap2)
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affineAttr3 = self.module.affineMapAttr(aMap3)
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t = self.module.make_memref_type(self.f32Type, [10])
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t_with_attr = t({
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"affine_attr_1": affineAttr1,
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"affine_attr_2": affineAttr2,
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"affine_attr_3": affineAttr3,
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})
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f = self.module.declare_function("foo", [t, t_with_attr], [])
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testFunctionDeclarationWithAffineAttr
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# CHECK: func @foo(memref<10xf32>, memref<10xf32> {affine_attr_1 = affine_map<(d0, d1) -> (23, 44, s0)>, affine_attr_2 = affine_map<() -> (42)>, affine_attr_3 = affine_map<(d0, d1) -> (d1 * 44 + 23, (23 floordiv d1) mod 44, 1, 21, 88, -d1)>})
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def testFunctionDeclarationWithArrayAttr(self):
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self.setUp()
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arrayAttr = self.module.arrayAttr([
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self.module.integerAttr(self.i32Type, 43),
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self.module.integerAttr(self.i32Type, 33),
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])
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t = self.module.make_memref_type(self.f32Type, [10])
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t_with_attr = t({"array_attr": arrayAttr})
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f = self.module.declare_function("foo", [t, t_with_attr], [])
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testFunctionDeclarationWithArrayAttr
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# CHECK: func @foo(memref<10xf32>, memref<10xf32> {array_attr = [43 : i32, 33 : i32]})
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def testFunctionDeclarationWithFloatAndStringAttr(self):
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self.setUp()
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float_attr = self.module.floatAttr(23.3)
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string_attr = self.module.stringAttr("TEST_STRING")
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f = self.module.declare_function(
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"foo", [], [], float_attr=float_attr, string_attr=string_attr)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testFunctionDeclarationWithFloatAndStringAttr
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# CHECK: func @foo() attributes {float_attr = 2.330000e+01 : f32, string_attr = "TEST_STRING"}
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def testFunctionMultiple(self):
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self.setUp()
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with self.module.new_function_context("foo", [], []):
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pass
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with self.module.new_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 testIndexCast(self):
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self.setUp()
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with self.module.new_function_context("testIndexCast", [], []):
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index = E.constant_index(0)
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E.index_cast(index, self.i32Type)
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printWithCurrentFunctionName(str(self.module))
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# CHECK-LABEL: testIndexCast
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# CHECK: index_cast %{{.*}} : index to i32
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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.new_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)],
|
||
|
[E.constant_index(10), E.constant_index(42)], [1, 1]) as (i, j):
|
||
|
A.store([i, j], A.load([i, j]) + cst)
|
||
|
E.ret([fun.arg(0)])
|
||
|
printWithCurrentFunctionName(str(fun))
|
||
|
# CHECK-LABEL: testIndexedValue
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: %{{.*}} affine.load %{{.*}}[%{{.*}}, %{{.*}}] : memref<10x42xf32>
|
||
|
# CHECK: %{{.*}} = addf %{{.*}}, %{{.*}} : f32
|
||
|
# CHECK: affine.store %{{.*}}, %{{.*}}[%{{.*}}, %{{.*}}] : memref<10x42xf32>
|
||
|
|
||
|
def testLoopContext(self):
|
||
|
self.setUp()
|
||
|
with self.module.new_function_context("foo", [], []) as fun:
|
||
|
lhs = E.constant_index(0)
|
||
|
rhs = E.constant_index(42)
|
||
|
with E.LoopContext(lhs, rhs, 1) as i:
|
||
|
lhs + rhs + i
|
||
|
with E.LoopContext(rhs, rhs + rhs, 2) as j:
|
||
|
x = i + j
|
||
|
printWithCurrentFunctionName(str(fun))
|
||
|
# CHECK-LABEL: testLoopContext
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<() -> (42)>()
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<(d0) -> (d0 + 42)>({{.*}})
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<() -> (84)>()
|
||
|
# CHECK: affine.for {{.*}} = affine_map<(d0) -> (d0)>(%c42) to affine_map<(d0) -> (d0)>({{.*}}) step 2 {
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<(d0, d1) -> (d0 + d1)>({{.*}}, {{.*}})
|
||
|
|
||
|
def testLoopNestContext(self):
|
||
|
self.setUp()
|
||
|
with self.module.new_function_context("foo", [], []) as fun:
|
||
|
lbs = [E.constant_index(i) for i in range(4)]
|
||
|
ubs = [E.constant_index(10 * i + 5) for i in range(4)]
|
||
|
with E.LoopNestContext(lbs, ubs, [1, 3, 5, 7]) as (i, j, k, l):
|
||
|
i + j + k + l
|
||
|
printWithCurrentFunctionName(str(fun))
|
||
|
# CHECK-LABEL: testLoopNestContext
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: affine.for
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<(d0, d1) -> (d0 + d1)>({{.*}}, {{.*}})
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<(d0, d1, d2) -> (d0 + d1 + d2)>({{.*}}, {{.*}}, {{.*}})
|
||
|
# CHECK: {{.*}} = affine.apply affine_map<(d0, d1, d2, d3) -> (d0 + d1 + d2 + d3)>({{.*}}, {{.*}}, {{.*}}, {{.*}})
|
||
|
|
||
|
def testMLIRFunctionCreation(self):
|
||
|
self.setUp()
|
||
|
module = E.MLIRModule()
|
||
|
t = module.make_type("f32")
|
||
|
m = module.make_memref_type(t, [3, 4, -1, 5])
|
||
|
printWithCurrentFunctionName(str(t))
|
||
|
print(str(m))
|
||
|
print(str(module.make_function("copy", [m, m], [])))
|
||
|
print(str(module.make_function("sqrtf", [t], [t])))
|
||
|
# CHECK-LABEL: testMLIRFunctionCreation
|
||
|
# CHECK: f32
|
||
|
# CHECK: memref<3x4x?x5xf32>
|
||
|
# CHECK: func @copy(%{{.*}}: memref<3x4x?x5xf32>, %{{.*}}: memref<3x4x?x5xf32>) {
|
||
|
# CHECK: func @sqrtf(%{{.*}}: f32) -> f32
|
||
|
|
||
|
def testMLIRScalarTypes(self):
|
||
|
self.setUp()
|
||
|
module = E.MLIRModule()
|
||
|
printWithCurrentFunctionName(str(module.make_type("bf16")))
|
||
|
print(str(module.make_type("f16")))
|
||
|
print(str(module.make_type("f32")))
|
||
|
print(str(module.make_type("f64")))
|
||
|
print(str(module.make_type("i1")))
|
||
|
print(str(module.make_type("i8")))
|
||
|
print(str(module.make_type("i32")))
|
||
|
print(str(module.make_type("i123")))
|
||
|
print(str(module.make_type("index")))
|
||
|
# CHECK-LABEL: testMLIRScalarTypes
|
||
|
# CHECK: bf16
|
||
|
# CHECK: f16
|
||
|
# CHECK: f32
|
||
|
# CHECK: f64
|
||
|
# CHECK: i1
|
||
|
# CHECK: i8
|
||
|
# CHECK: i32
|
||
|
# CHECK: i123
|
||
|
# CHECK: index
|
||
|
|
||
|
def testMatrixMultiply(self):
|
||
|
self.setUp()
|
||
|
memrefType = self.module.make_memref_type(self.f32Type, [32, 32])
|
||
|
with self.module.new_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>
|
||
|
|
||
|
def testRet(self):
|
||
|
self.setUp()
|
||
|
with self.module.new_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.new_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
|
||
|
|
||
|
def testType(self):
|
||
|
self.setUp()
|
||
|
printWithCurrentFunctionName("")
|
||
|
with self.module.new_function_context(
|
||
|
"foo", [self.module.make_memref_type(self.f32Type, [10])], []) as fun:
|
||
|
c42 = E.constant_int(42, 32)
|
||
|
print(str(c42.type()))
|
||
|
print(str(fun.arg(0).type()))
|
||
|
# CHECK-LABEL: testType
|
||
|
# CHECK: i32
|
||
|
# CHECK: memref<10xf32>
|
||
|
|
||
|
|
||
|
# 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:
|
||
|
print("--> Running test:", test.__name__, file=sys.stderr)
|
||
|
test()
|
||
|
|
||
|
|
||
|
if __name__ == "__main__":
|
||
|
test_utils.run_under_filecheck(__file__, runTests)
|