def test_repeated_module(self) -> None:
"""
Tests that repeated calls to the same submodule correct aggregates
results to that submodule.
"""
model = RepeatedNet()
inputs = (torch.randn((1, *model.input_size)), )
op_handles = {
"aten::addmm": addmm_flop_jit,
} # type: Dict[str, Handle]
analyzer = JitModelAnalysis(model=model,
inputs=inputs,
op_handles=op_handles)
fc1_count = model.fc1_num * model.fc1_flops
fc2_count = model.fc2_num * model.fc2_flops
total_count = fc1_count + fc2_count
fc1_per_operator = Counter({"addmm": fc1_count})
self.assertEqual(analyzer.total("fc1"), fc1_count)
self.assertEqual(analyzer.total("fc2"), fc2_count)
self.assertEqual(analyzer.total(""), total_count)
self.assertEqual(analyzer.by_operator("fc1"), fc1_per_operator)
# Tests no uncalled mods
self.assertEqual(analyzer.uncalled_modules(), set())
def test_non_forward_func_call(self) -> None:
"""
Tests that calls to a submodule's non-forward function attribute
resulting counts to the calling module. Also tests that the
intermediate module is correctly identified as a skipped module.
"""
model = NonForwardNet()
inputs = (torch.randn((1, 10)), )
op_handles = {
"aten::addmm": addmm_flop_jit,
} # type: Dict[str, Handle]
analyzer = JitModelAnalysis(model=model,
inputs=inputs,
op_handles=op_handles)
submod_count = 0
inner_fc_count = model.submod.fc_flops
total_count = model.fc_flops + inner_fc_count
self.assertEqual(analyzer.total("submod"), submod_count)
self.assertEqual(analyzer.total("submod.fc"), inner_fc_count)
self.assertEqual(analyzer.total(""), total_count)
# The mod not directly called is registered as such
self.assertEqual(analyzer.uncalled_modules(), {"submod"})
def test_unused_module(self) -> None:
"""
Tests that unused modules return 0 count for operator sums and
and empty Counter() for per-operator results. Also tests that
unused modules are reported by .uncalled_modules(), but that
modules that simply have zero flops (like ReLU) are not.
"""
model = UnusedNet()
inputs = (torch.randn((1, *model.input_size)), )
op_handles = {
"aten::addmm": addmm_flop_jit,
} # type: Dict[str, Handle]
analyzer = JitModelAnalysis(model=model,
inputs=inputs,
op_handles=op_handles)
unused_count = 0
unused_per_operator = Counter()
model_count = model.fc1_flops + model.fc2_flops
self.assertEqual(analyzer.total("unused"), unused_count)
self.assertEqual(analyzer.by_operator("unused"), unused_per_operator)
self.assertEqual(analyzer.total(""), model_count)
# The unused mod is recognized as never called
self.assertEqual(analyzer.uncalled_modules(), {"unused"})
def test_shared_module(self) -> None:
"""
Tests the behavior of shared submodules that may have multiple
names.
"""
model = SharedModuleNet()
inputs = (torch.randn((1, *model.input_size)), )
op_handles = {
"aten::addmm": addmm_flop_jit,
} # type: Dict[str, Handle]
analyzer = JitModelAnalysis(model=model,
inputs=inputs,
op_handles=op_handles)
analyzer.skipped_ops_warnings(enabled=False)
# The names `submod2.submod` and `multiname2` are not included,
# since only the first name of a module is made the canonical one.
# The counts associated with these cases are included under
# `submod1.submod` and `multiname1` respectively.
multiname_flops = 2 * model.multiname_flops # Called under 2 names
shared_flops = 2 * model.shared_flops # Shared under 2 submodules
total_flops = multiname_flops + shared_flops
flops = {
"": total_flops,
"submod1": model.shared_flops,
"submod1.submod": shared_flops,
"submod2": model.shared_flops,
"multiname1": multiname_flops,
}
self.assertEqual(analyzer.by_module(), flops)
# Test access by alternative name
self.assertEqual(
analyzer.total("submod2.submod"),
flops["submod1.submod"],
)
self.assertEqual(
analyzer.total("multiname2"),
flops["multiname1"],
)
# Test getting canonical name
self.assertEqual(analyzer.canonical_module_name("multiname2"),
"multiname1")
self.assertEqual(analyzer.canonical_module_name("multiname1"),
"multiname1")
self.assertEqual(analyzer.canonical_module_name("submod2.submod"),
"submod1.submod")
self.assertEqual(analyzer.canonical_module_name("submod1.submod"),
"submod1.submod")
# Tests no uncalled modules
self.assertEqual(analyzer.uncalled_modules(), set())