# 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 from os import path as osp import nnvm.compiler import nnvm.testing import tvm def main(): parser = argparse.ArgumentParser() parser.add_argument('-o', '--out-dir', default='.') opts = parser.parse_args() # from tutorials/nnvm_quick_start.py dshape = (1, 3, 224, 224) net, params = nnvm.testing.resnet.get_workload( layers=18, batch_size=dshape[0], image_shape=dshape[1:]) with nnvm.compiler.build_config(opt_level=3): graph, lib, params = nnvm.compiler.build( net, 'llvm --system-lib', shape={'data': dshape}, params=params) build_dir = osp.abspath(opts.out_dir) if not osp.isdir(build_dir): os.makedirs(build_dir, exist_ok=True) lib.save(osp.join(build_dir, 'model.bc')) with open(osp.join(build_dir, 'graph.json'), 'w') as f_graph_json: f_graph_json.write(graph.json()) with open(osp.join(build_dir, 'params.bin'), 'wb') as f_params: f_params.write(nnvm.compiler.save_param_dict(params)) if __name__ == '__main__': main()