update codegen test

pull/2364/head
oahzxl 2023-01-09 14:26:22 +08:00
parent 18a51c87fe
commit 74b81395a2
1 changed files with 24 additions and 18 deletions

View File

@ -15,16 +15,19 @@ from tests.test_autochunk.evoformer.evoformer import evoformer_base
def _test_fwd(model: torch.nn.Module, gm: ColoGraphModule, node, pair):
torch.cuda.reset_peak_memory_stats()
now_mem = torch.cuda.memory_allocated() / 1024**2
with torch.no_grad():
gm(node.clone(), pair.clone())
new_now_mem = torch.cuda.memory_allocated() / 1024**2
new_max_mem = torch.cuda.max_memory_allocated() / 1024**2
print(
"autochunk now mem:%.2f max mem:%.2f"
% (new_now_mem - now_mem, new_max_mem - now_mem)
)
# for memory test
# torch.cuda.reset_peak_memory_stats()
# now_mem = torch.cuda.memory_allocated() / 1024**2
# with torch.no_grad():
# node1 = node.clone()
# pair1 = pair.clone()
# gm(node1, pair1)
# new_now_mem = torch.cuda.memory_allocated() / 1024**2
# new_max_mem = torch.cuda.max_memory_allocated() / 1024**2
# print(
# "autochunk now mem:%.2f max mem:%.2f"
# % (new_now_mem - now_mem, new_max_mem - now_mem)
# )
# test forward
with torch.no_grad():
@ -43,7 +46,7 @@ def _test_fwd(model: torch.nn.Module, gm: ColoGraphModule, node, pair):
)
def _run_offload_codegen(rank):
def _test_autochunk_codegen(rank):
# launch colossalai to make sure we could execute colossalai.utils.checkpoint currectly
colossalai.launch(
config={},
@ -56,8 +59,10 @@ def _run_offload_codegen(rank):
# build model and input
model = evoformer_base().cuda()
node = torch.randn(1, 100, 300, 256).cuda()
pair = torch.randn(1, 300, 300, 128).cuda()
msa_len = 32
pair_len = 64
node = torch.randn(1, msa_len, pair_len, 256).cuda()
pair = torch.randn(1, pair_len, pair_len, 128).cuda()
# trace the module and replace codegen
graph = ColoTracer().trace(
@ -85,17 +90,18 @@ def _run_offload_codegen(rank):
gm = ColoGraphModule(model, graph)
gm.recompile()
# assert we have all the components
# code = graph.python_code("self").src
# assert we have inserted chunk
code = graph.python_code("self").src
assert "chunk_size" in code
# print(code)
_test_fwd(model, gm, node, pair)
gpc.destroy()
def test_autochunk():
mp.spawn(_run_offload_codegen, nprocs=1)
def test_autochunk_codegen():
mp.spawn(_test_autochunk_codegen, nprocs=1)
if __name__ == "__main__":
_run_offload_codegen(0)
_test_autochunk_codegen(0)