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[Backend][Verilator] regression tests (#7000)
* add files * update tests * test this * test this case * update jenkins file * fix offload * update * update variables * rollback ci files
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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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""" Infrastructure and tests for Verilator codegen """ |
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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. | ||
"""Verilator utility functions""" | ||
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import sys | ||
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import tvm | ||
from tvm import relay | ||
import tvm.relay.testing | ||
from tvm import runtime | ||
from tvm.relay import transform | ||
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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. | ||
""" | ||
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@tvm.ir.register_op_attr(op_name, "target.verilator") | ||
def _func_wrapper(expr): | ||
return supported | ||
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return _func_wrapper | ||
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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 | ||
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def offload(mod): | ||
"""Offload ops based on the registered ops""" | ||
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backend = "verilator" | ||
mod = transform.AnnotateTarget([backend])(mod) | ||
mod = transform.PartitionGraph()(mod) | ||
return mod | ||
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def compile_module(mod): | ||
"""Compile Relay module""" | ||
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with relay.build_config(opt_level=3): | ||
exe = relay.vm.compile(mod, target="llvm", params=None) | ||
code, lib = exe.save() | ||
return runtime.vm.Executable.load_exec(code, lib) | ||
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def run_module(exe, inputs): | ||
"""Run Relay module""" | ||
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ctx = tvm.cpu() | ||
vm = runtime.vm.VirtualMachine(exe, ctx) | ||
return vm.run(**inputs) |
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tests/python/contrib/test_verilator/test_verilator_codegen.py
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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. | ||
"""Verilator codegen tests""" | ||
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import numpy as np | ||
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import tvm | ||
from tvm import relay | ||
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from test_verilator.infrastructure import ( | ||
_register_verilator_op, | ||
skip_test, | ||
compile_module, | ||
run_module, | ||
offload, | ||
) | ||
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_register_verilator_op("add") | ||
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def create_module_add(shape, dtype): | ||
x = relay.var("x", shape=shape, dtype=dtype) | ||
y = relay.var("y", shape=shape, dtype=dtype) | ||
z = relay.add(x, y) | ||
f = relay.Function([x, y], z) | ||
mod = tvm.IRModule() | ||
mod["main"] = f | ||
return mod | ||
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def run_check_add(exe, shape, dtype): | ||
x_data = np.random.randint(5, size=shape, dtype=dtype) | ||
y_data = np.random.randint(5, size=shape, dtype=dtype) | ||
ref = x_data + y_data | ||
inputs = {"x": x_data, "y": y_data} | ||
out = run_module(exe, inputs) | ||
tvm.testing.assert_allclose(out.asnumpy(), ref, rtol=1e-5, atol=1e-5) | ||
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def test_add(): | ||
if skip_test(): | ||
return | ||
dtype = "int32" | ||
shape = (8, 4) | ||
mod = create_module_add(shape, dtype) | ||
mod = offload(mod) | ||
exe = compile_module(mod) | ||
run_check_add(exe, shape, dtype) | ||
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if __name__ == "__main__": | ||
test_add() |