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TVMC - a command line driver for TVM (apache#6112)
* Introduce a command line driver to compile, run and tune models, using TVM graph runtime * Include tvmc tests and integrate tvmc with linting, testing and CI * RFC: https://discuss.tvm.ai/t/rfc-a-tvm-command-line-interface/5165 Co-authored-by: Marcus Shawcroft <[email protected]> Co-authored-by: Matthew Barrett <[email protected]> Co-authored-by: Dmitriy Smirnov <[email protected]> Co-authored-by: Luke Hutton <[email protected]> Co-authored-by: Giuseppe Rossini <[email protected]> Co-authored-by: Matthew Barrett <[email protected]> Co-authored-by: Elen Kalda <[email protected]> Co-authored-by: Ramana Radhakrishnan <[email protected]> Co-authored-by: Jeremy Johnson <[email protected]> Co-authored-by: Ina Dobreva <[email protected]> Co-authored-by: Marcus Shawcroft <[email protected]> Co-authored-by: Matthew Barrett <[email protected]> Co-authored-by: Dmitriy Smirnov <[email protected]> Co-authored-by: Luke Hutton <[email protected]> Co-authored-by: Giuseppe Rossini <[email protected]> Co-authored-by: Elen Kalda <[email protected]> Co-authored-by: Ramana Radhakrishnan <[email protected]> Co-authored-by: Jeremy Johnson <[email protected]> Co-authored-by: Ina Dobreva <[email protected]>
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# 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. |
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# 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. | ||
""" | ||
TVMC - TVM driver command-line interface | ||
""" | ||
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from .main import main | ||
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if __name__ == "__main__": | ||
main() |
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# 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. | ||
""" | ||
Common utility functions shared by TVMC modules. | ||
""" | ||
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class TVMCException(Exception): | ||
"""TVMC Exception""" |
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#!/usr/bin/env python | ||
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# 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. | ||
""" | ||
TVMC - TVM driver command-line interface | ||
""" | ||
import argparse | ||
import logging | ||
import sys | ||
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import pkg_resources | ||
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from tvm.driver.tvmc.common import TVMCException | ||
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REGISTERED_PARSER = [] | ||
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def register_parser(make_subparser): | ||
""" | ||
Utility function to register a subparser for tvmc. | ||
Functions decorated with `tvm.driver.tvmc.main.register_parser` will be invoked | ||
with a parameter containing the subparser instance they need to add itself to, | ||
as a parser. | ||
Example | ||
------- | ||
@register_parser | ||
def _example_parser(main_subparser): | ||
subparser = main_subparser.add_parser('example', help='...') | ||
... | ||
""" | ||
REGISTERED_PARSER.append(make_subparser) | ||
return make_subparser | ||
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def _main(argv): | ||
""" TVM command line interface. """ | ||
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parser = argparse.ArgumentParser( | ||
prog='tvmc', | ||
formatter_class=argparse.RawDescriptionHelpFormatter, | ||
description="TVM compiler driver", | ||
epilog=__doc__, | ||
) | ||
parser.add_argument( | ||
"-v", "--verbose", action="count", default=0, help="increase verbosity" | ||
) | ||
parser.add_argument( | ||
"--version", action="store_true", help="print the version and exit" | ||
) | ||
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subparser = parser.add_subparsers(title="commands") | ||
for make_subparser in REGISTERED_PARSER: | ||
make_subparser(subparser) | ||
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args = parser.parse_args(argv) | ||
if args.verbose > 4: | ||
args.verbose = 4 | ||
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logging.getLogger().setLevel(40 - args.verbose * 10) | ||
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if args.version: | ||
version = pkg_resources.get_distribution("tvm").version | ||
sys.stdout.write("%s\n" % version) | ||
return 0 | ||
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assert hasattr(args, "func"), "Error: missing 'func' attribute for subcommand {0}".format(argv) | ||
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try: | ||
return args.func(args) | ||
except TVMCException as err: | ||
sys.stderr.write("Error: %s\n" % err) | ||
return 4 | ||
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def main(): | ||
sys.exit(_main(sys.argv[1:])) | ||
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if __name__ == "__main__": | ||
main() |