from ge.es.graph_builder import GraphBuilder, control_dependency_scope
from ge.ge_global import GeApi
from ge.graph import DumpFormat, Tensor
from ge.graph.types import DataType, Format
from ge.session import Session
def build_control_edge_graph():
builder = GraphBuilder("control_dep_scope_example")
input_tensor_holder0 = builder.create_input(index=0, name="input", data_type=DataType.DT_FLOAT, shape=[2, 2])
input_tensor_holder1 = builder.create_input(index=1, name="input1", data_type=DataType.DT_FLOAT, shape=[2, 2])
with control_dependency_scope([input_tensor_holder0, input_tensor_holder1]):
input_tensor_holder2 = builder.create_input(index=2, name="input2", data_type=DataType.DT_FLOAT, shape=[2, 2])
input_tensor_holder3 = input_tensor_holder0 + input_tensor_holder2
builder.set_graph_output(input_tensor_holder3, 0)
return builder.build_and_reset()
def dump_control_edge_graph(graph):
graph.dump_to_file(format=DumpFormat.kOnnx, suffix="make_control_edge_graph")
def run_graph(graph) -> None:
config = {
"ge.exec.deviceId": "0",
"ge.graphRunMode": "0",
}
ge_api = GeApi()
ret = ge_api.ge_initialize(config)
if ret != 0:
print(f"GE初始化失败,返回码: {ret}")
return ret
print("GE环境初始化成功 (Device ID: 0)")
try:
session = Session()
graph_id = 1
ret = session.add_graph(graph_id, graph)
if ret != 0:
print(f"添加图失败,返回码: {ret}")
return ret
print(f"图已添加到Session (Graph ID: {graph_id})")
tensor1 = Tensor([2.0, 2.0, 2.0, 2.0], None, DataType.DT_FLOAT, Format.FORMAT_ND, [2, 2])
tensor2 = Tensor([1.0, 1.0, 1.0, 1.0], None, DataType.DT_FLOAT, Format.FORMAT_ND, [2, 2])
tensor3 = Tensor([1.0, 1.0, 1.0, 1.0], None, DataType.DT_FLOAT, Format.FORMAT_ND, [2, 2])
inputs = [tensor1, tensor2, tensor3]
ret = session.run_graph(graph_id, inputs)
print("[Info] 图运行成功!")
for idx, tensor in enumerate(ret, start=1):
print(f"Tensor{idx}详情:{tensor}")
return 0
except Exception as e:
print(f"[Error] 执行过程中出错: {e}")
import traceback
traceback.print_exc()
return -1
finally:
print("[Info] 清理GE环境...")
ge_api.ge_finalize()
print("[Success] GE环境已清理")
graph = build_control_edge_graph()
dump_control_edge_graph(graph)
run_graph(graph)