# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. """Verilator utility functions""" import os import sys import subprocess as sp import json import tvm from tvm import relay import tvm.relay.testing from tvm import runtime from tvm.relay import transform def _register_verilator_op(op_name, supported=True): """The helper function to indicate that a given operator can be supported by Verilator. Paramters --------- op_name : Str The name of operator that will be registered. Returns ------- f : callable A function that returns if the operator is supported by DNNL. """ @tvm.ir.register_op_attr(op_name, "target.verilator") def _func_wrapper(expr): return supported return _func_wrapper _register_verilator_op("add") _register_verilator_op("nn.bias_add") def skip_test(): """Skip test if it requires the Verilator codegen and it's not present.""" if not tvm.get_global_func("relay.ext.verilator", True): print("Skip test because Verilator codegen is not available.") return True if sys.platform == "win32": print("Skip test on Windows for now") return True return False def clear_stats(): """Clear profiler statistics.""" f = tvm.get_global_func("verilator.profiler_clear", True) if f: f() def stats(): """Get profiler statistics.""" x = tvm.get_global_func("verilator.profiler_status")() return json.loads(x) def offload(mod): """Offload ops based on the registered ops Paramters --------- mod : Module The input module. Returns ------- mod : Module The output module with offloaded ops. """ backend = "verilator" mod = transform.AnnotateTarget([backend])(mod) mod = transform.PartitionGraph()(mod) return mod def verilator_app_path(): """Create verilator hardware app path.""" cur_dir = os.path.dirname(os.path.realpath(__file__)) return os.path.join( cur_dir, "..", "..", "..", "..", "3rdparty", "vta-hw", "apps", "verilator", "add", ) def compile_hardware(lanes): """Compile hardware into shared library Paramters --------- lanes : Int The number of vector lanes. Returns ------- path : Str The path of the shared library. """ lib_name = "libverilator_{}".format(lanes) lib_name_ext = "{}.so".format(lib_name) lib = os.path.join(verilator_app_path(), lib_name_ext) if not os.path.isfile(lib): opt_lib_name = "LIB_NAME={}".format(lib_name) opt_lanes = "LANES={}".format(lanes) cmd = [] cmd.append("make") cmd.append("--directory") cmd.append(verilator_app_path()) cmd.append(opt_lib_name) cmd.append(opt_lanes) sp.run(cmd, check=True, stdout=sp.DEVNULL) return lib def compiler_opts(lib): """Create compiler options Paramters --------- lib : Str The path of the hardware shared library. Returns ------- opts : Dict The compiler options. """ opts = { "lib_path": lib, "profiler_enable": True, "profiler_cycle_counter_id": 0, } return opts def run_module(inp, mod, params=None, opts=None): """Compile Relay module and hardware library Paramters --------- inp : Data The input data. mod : Module The relay module. params : Parameters The model Parameters. opts : Dict The compiler Returns ------- out : Data The output data. """ with tvm.transform.PassContext(opt_level=3, config={"relay.ext.verilator.options": opts}): lib = relay.vm.compile(mod, target="llvm", params=params) code, lib = lib.save() exe = runtime.vm.Executable.load_exec(code, lib) vm = runtime.vm.VirtualMachine(exe, tvm.cpu()) out = vm.run(**inp) return out