xref: /llvm-project-15.0.7/mlir/test/python/execution_engine.py (revision 9f3f6d7b)

# RUN: %PYTHON %s 2>&1 | FileCheck %s

import gc, sys
from mlir.ir import *
from mlir.passmanager import *
from mlir.execution_engine import *
from mlir.runtime import *

# Log everything to stderr and flush so that we have a unified stream to match
# errors/info emitted by MLIR to stderr.
def log(*args):
  print(*args, file=sys.stderr)
  sys.stderr.flush()

def run(f):
  log("\nTEST:", f.__name__)
  f()
  gc.collect()
  assert Context._get_live_count() == 0

# Verify capsule interop.
# CHECK-LABEL: TEST: testCapsule
def testCapsule():
  with Context():
    module = Module.parse(r"""
llvm.func @none() {
  llvm.return
}
    """)
    execution_engine = ExecutionEngine(module)
    execution_engine_capsule = execution_engine._CAPIPtr
    # CHECK: mlir.execution_engine.ExecutionEngine._CAPIPtr
    log(repr(execution_engine_capsule))
    execution_engine._testing_release()
    execution_engine1 = ExecutionEngine._CAPICreate(execution_engine_capsule)
    # CHECK: _mlir.execution_engine.ExecutionEngine
    log(repr(execution_engine1))

run(testCapsule)

# Test invalid ExecutionEngine creation
# CHECK-LABEL: TEST: testInvalidModule
def testInvalidModule():
  with Context():
    # Builtin function
    module = Module.parse(r"""
    func @foo() { return }
    """)
    # CHECK: Got RuntimeError:  Failure while creating the ExecutionEngine.
    try:
      execution_engine = ExecutionEngine(module)
    except RuntimeError as e:
      log("Got RuntimeError: ", e)

run(testInvalidModule)

def lowerToLLVM(module):
  import mlir.conversions
  pm = PassManager.parse("convert-std-to-llvm")
  pm.run(module)
  return module

# Test simple ExecutionEngine execution
# CHECK-LABEL: TEST: testInvokeVoid
def testInvokeVoid():
  with Context():
    module = Module.parse(r"""
func @void() attributes { llvm.emit_c_interface } {
  return
}
    """)
    execution_engine = ExecutionEngine(lowerToLLVM(module))
    # Nothing to check other than no exception thrown here.
    execution_engine.invoke("void")

run(testInvokeVoid)


# Test argument passing and result with a simple float addition.
# CHECK-LABEL: TEST: testInvokeFloatAdd
def testInvokeFloatAdd():
  with Context():
    module = Module.parse(r"""
func @add(%arg0: f32, %arg1: f32) -> f32 attributes { llvm.emit_c_interface } {
  %add = std.addf %arg0, %arg1 : f32
  return %add : f32
}
    """)
    execution_engine = ExecutionEngine(lowerToLLVM(module))
    # Prepare arguments: two input floats and one result.
    # Arguments must be passed as pointers.
    c_float_p = ctypes.c_float * 1
    arg0 = c_float_p(42.)
    arg1 = c_float_p(2.)
    res = c_float_p(-1.)
    execution_engine.invoke("add", arg0, arg1, res)
    # CHECK: 42.0 + 2.0 = 44.0
    log("{0} + {1} = {2}".format(arg0[0], arg1[0], res[0]))

run(testInvokeFloatAdd)


# Test callback
# CHECK-LABEL: TEST: testBasicCallback
def testBasicCallback():
  # Define a callback function that takes a float and an integer and returns a float.
  @ctypes.CFUNCTYPE(ctypes.c_float, ctypes.c_float, ctypes.c_int)
  def callback(a, b):
    return a/2 + b/2

  with Context():
    # The module just forwards to a runtime function known as "some_callback_into_python".
    module = Module.parse(r"""
func @add(%arg0: f32, %arg1: i32) -> f32 attributes { llvm.emit_c_interface } {
  %resf = call @some_callback_into_python(%arg0, %arg1) : (f32, i32) -> (f32)
  return %resf : f32
}
func private @some_callback_into_python(f32, i32) -> f32 attributes { llvm.emit_c_interface }
    """)
    execution_engine = ExecutionEngine(lowerToLLVM(module))
    execution_engine.register_runtime("some_callback_into_python", callback)

    # Prepare arguments: two input floats and one result.
    # Arguments must be passed as pointers.
    c_float_p = ctypes.c_float * 1
    c_int_p = ctypes.c_int * 1
    arg0 = c_float_p(42.)
    arg1 = c_int_p(2)
    res = c_float_p(-1.)
    execution_engine.invoke("add", arg0, arg1, res)
    # CHECK: 42.0 + 2 = 44.0
    log("{0} + {1} = {2}".format(arg0[0], arg1[0], res[0]*2))

run(testBasicCallback)

# Test callback with an unranked memref
# CHECK-LABEL: TEST: testUnrankedMemRefCallback
def testUnrankedMemRefCallback():
    # Define a callback function that takes an unranked memref, converts it to a numpy array and prints it.
    @ctypes.CFUNCTYPE(None, ctypes.POINTER(UnrankedMemRefDescriptor))
    def callback(a):
        arr = unranked_memref_to_numpy(a, np.float32)
        log("Inside callback: ")
        log(arr)

    with Context():
        # The module just forwards to a runtime function known as "some_callback_into_python".
        module = Module.parse(
            r"""
func @callback_memref(%arg0: memref<*xf32>) attributes { llvm.emit_c_interface } {
  call @some_callback_into_python(%arg0) : (memref<*xf32>) -> ()
  return
}
func private @some_callback_into_python(memref<*xf32>) -> () attributes { llvm.emit_c_interface }
"""
        )
        execution_engine = ExecutionEngine(lowerToLLVM(module))
        execution_engine.register_runtime("some_callback_into_python", callback)
        inp_arr = np.array([[1.0, 2.0], [3.0, 4.0]], np.float32)
        # CHECK: Inside callback:
        # CHECK{LITERAL}: [[1. 2.]
        # CHECK{LITERAL}:  [3. 4.]]
        execution_engine.invoke(
            "callback_memref",
            ctypes.pointer(ctypes.pointer(get_unranked_memref_descriptor(inp_arr))),
        )
        inp_arr_1 = np.array([5, 6, 7], dtype=np.float32)
        strided_arr = np.lib.stride_tricks.as_strided(
            inp_arr_1, strides=(4, 0), shape=(3, 4)
        )
        # CHECK: Inside callback:
        # CHECK{LITERAL}: [[5. 5. 5. 5.]
        # CHECK{LITERAL}:  [6. 6. 6. 6.]
        # CHECK{LITERAL}:  [7. 7. 7. 7.]]
        execution_engine.invoke(
            "callback_memref",
            ctypes.pointer(
                ctypes.pointer(get_unranked_memref_descriptor(strided_arr))
            ),
        )

run(testUnrankedMemRefCallback)

# Test callback with a ranked memref.
# CHECK-LABEL: TEST: testRankedMemRefCallback
def testRankedMemRefCallback():
    # Define a callback function that takes a ranked memref, converts it to a numpy array and prints it.
    @ctypes.CFUNCTYPE(
        None,
        ctypes.POINTER(
            make_nd_memref_descriptor(2, np.ctypeslib.as_ctypes_type(np.float32))
        ),
    )
    def callback(a):
        arr = ranked_memref_to_numpy(a)
        log("Inside Callback: ")
        log(arr)

    with Context():
        # The module just forwards to a runtime function known as "some_callback_into_python".
        module = Module.parse(
            r"""
func @callback_memref(%arg0: memref<2x2xf32>) attributes { llvm.emit_c_interface } {
  call @some_callback_into_python(%arg0) : (memref<2x2xf32>) -> ()
  return
}
func private @some_callback_into_python(memref<2x2xf32>) -> () attributes { llvm.emit_c_interface }
"""
        )
        execution_engine = ExecutionEngine(lowerToLLVM(module))
        execution_engine.register_runtime("some_callback_into_python", callback)
        inp_arr = np.array([[1.0, 5.0], [6.0, 7.0]], np.float32)
        # CHECK: Inside Callback:
        # CHECK{LITERAL}: [[1. 5.]
        # CHECK{LITERAL}:  [6. 7.]]
        execution_engine.invoke(
            "callback_memref", ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(inp_arr)))
        )

run(testRankedMemRefCallback)

#  Test addition of two memref
# CHECK-LABEL: TEST: testMemrefAdd
def testMemrefAdd():
    with Context():
        module = Module.parse(
            """
      module  {
      func @main(%arg0: memref<1xf32>, %arg1: memref<f32>, %arg2: memref<1xf32>) attributes { llvm.emit_c_interface } {
        %0 = constant 0 : index
        %1 = memref.load %arg0[%0] : memref<1xf32>
        %2 = memref.load %arg1[] : memref<f32>
        %3 = addf %1, %2 : f32
        memref.store %3, %arg2[%0] : memref<1xf32>
        return
      }
     } """
        )
        arg1 = np.array([32.5]).astype(np.float32)
        arg2 = np.array(6).astype(np.float32)
        res = np.array([0]).astype(np.float32)

        arg1_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(arg1)))
        arg2_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(arg2)))
        res_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(res)))

        execution_engine = ExecutionEngine(lowerToLLVM(module))
        execution_engine.invoke(
            "main", arg1_memref_ptr, arg2_memref_ptr, res_memref_ptr
        )
        # CHECK: [32.5] + 6.0 = [38.5]
        log("{0} + {1} = {2}".format(arg1, arg2, res))

run(testMemrefAdd)

#  Test addition of two 2d_memref
# CHECK-LABEL: TEST: testDynamicMemrefAdd2D
def testDynamicMemrefAdd2D():
    with Context():
        module = Module.parse(
      """
      module  {
        func @memref_add_2d(%arg0: memref<2x2xf32>, %arg1: memref<?x?xf32>, %arg2: memref<2x2xf32>) attributes {llvm.emit_c_interface} {
          %c0 = constant 0 : index
          %c2 = constant 2 : index
          %c1 = constant 1 : index
          br ^bb1(%c0 : index)
        ^bb1(%0: index):  // 2 preds: ^bb0, ^bb5
          %1 = cmpi slt, %0, %c2 : index
          cond_br %1, ^bb2, ^bb6
        ^bb2:  // pred: ^bb1
          %c0_0 = constant 0 : index
          %c2_1 = constant 2 : index
          %c1_2 = constant 1 : index
          br ^bb3(%c0_0 : index)
        ^bb3(%2: index):  // 2 preds: ^bb2, ^bb4
          %3 = cmpi slt, %2, %c2_1 : index
          cond_br %3, ^bb4, ^bb5
        ^bb4:  // pred: ^bb3
          %4 = memref.load %arg0[%0, %2] : memref<2x2xf32>
          %5 = memref.load %arg1[%0, %2] : memref<?x?xf32>
          %6 = addf %4, %5 : f32
          memref.store %6, %arg2[%0, %2] : memref<2x2xf32>
          %7 = addi %2, %c1_2 : index
          br ^bb3(%7 : index)
        ^bb5:  // pred: ^bb3
          %8 = addi %0, %c1 : index
          br ^bb1(%8 : index)
        ^bb6:  // pred: ^bb1
          return
        }
      }
        """
        )
        arg1 = np.random.randn(2,2).astype(np.float32)
        arg2 = np.random.randn(2,2).astype(np.float32)
        res = np.random.randn(2,2).astype(np.float32)

        arg1_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(arg1)))
        arg2_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(arg2)))
        res_memref_ptr = ctypes.pointer(ctypes.pointer(get_ranked_memref_descriptor(res)))

        execution_engine = ExecutionEngine(lowerToLLVM(module))
        execution_engine.invoke(
            "memref_add_2d", arg1_memref_ptr, arg2_memref_ptr, res_memref_ptr
        )
        # CHECK: True
        log(np.allclose(arg1+arg2, res))

run(testDynamicMemrefAdd2D)