import migraphx, array, sys def create_buffer(t, data, shape): a = array.array(t, data) m = memoryview(a.tobytes()) return m.cast(t, shape) def test_add_op(): p = migraphx.program() mm = p.get_main_module() x = mm.add_literal(create_buffer('f', [1.0] * 9, (3, 3))) y = mm.add_literal(create_buffer('f', [2.0] * 9, (3, 3))) add_op = mm.add_instruction(migraphx.op("add"), [x, y]) mm.add_return([add_op]) p.compile(migraphx.get_target("ref")) params = {} output = p.run(params)[-1].tolist() assert output == list([3.0] * 9) def test_if_then_else(): param_shape = migraphx.shape(lens=[3, 3], type="float") cond_shape = migraphx.shape(type="bool", lens=[1], strides=[0]) def create_program(): p = migraphx.program() mm = p.get_main_module() cond = mm.add_parameter("cond", cond_shape) x = mm.add_parameter("x", param_shape) y = mm.add_parameter("y", param_shape) then_mod = p.create_module("If_0_if") x_identity = then_mod.add_instruction(migraphx.op("identity"), [x]) then_mod.add_return([x_identity]) else_mod = p.create_module("If_0_else") y_identity = else_mod.add_instruction(migraphx.op("identity"), [y]) else_mod.add_return([y_identity]) if_ins = mm.add_instruction(migraphx.op("if"), [cond], [then_mod, else_mod]) ret = mm.add_instruction(migraphx.op("get_tuple_elem", **{"index": 0}), [if_ins]) mm.add_return([ret]) return p params = {} params["x"] = migraphx.generate_argument(param_shape) params["y"] = migraphx.generate_argument(param_shape) def run_prog(cond): p = create_program() p.compile(migraphx.get_target("ref")) params["cond"] = migraphx.fill_argument(cond_shape, cond) output = p.run(params)[-1] return output assert run_prog(True) == params["x"] assert run_prog(False) == params["y"] if __name__ == "__main__": if sys.version_info >= (3, 0): test_add_op() test_if_then_else()