# 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. """Creates a simple TVM modules.""" import argparse import os import nnvm.compiler import nnvm.testing import tvm import logging def main(): logging.basicConfig(level=logging.INFO) parser = argparse.ArgumentParser() parser.add_argument('-o', '--out-dir', default='.') opts = parser.parse_args() dshape = (1, 3, 224, 224) from mxnet.gluon.model_zoo.vision import get_model block = get_model('mobilenet0.25', pretrained=True) net, params = nnvm.frontend.from_mxnet(block) net = nnvm.sym.softmax(net) with nnvm.compiler.build_config(opt_level=3): graph, lib, params = nnvm.compiler.build( net, 'llvm --system-lib', shape={'data': dshape}, params=params) print(graph.symbol().debug_str()) build_dir = os.path.abspath(opts.out_dir) if not os.path.isdir(build_dir): os.makedirs(build_dir) lib.save(os.path.join(build_dir, 'model.o')) with open(os.path.join(build_dir, 'graph.json'), 'w') as f_graph_json: f_graph_json.write(graph.json()) with open(os.path.join(build_dir, 'params.bin'), 'wb') as f_params: f_params.write(nnvm.compiler.save_param_dict(params)) if __name__ == '__main__': main()