Model Creation in OpenVINO™ Runtime¶
OpenVINO™ Runtime with API 2.0 includes the nGraph engine as a common part. The ngraph
namespace has been changed to ov
, but all other parts of the ngraph API have been preserved.
The code snippets below show how to change the application code for migration to API 2.0.
nGraph API¶
# _____________ _____________
# | Parameter | | Parameter |
# | data1 | | data2 |
# |___________| |___________|
# | |
# | |
# \ /
# \ /
# \ /
# ____\____/____
# | Concat |
# | concat |
# |____________|
# |
# |
# |
# _______|_______
# | Result |
# | result |
# |_____________|
import ngraph as ng
import numpy as np
data1 = ng.opset8.parameter([1, 3, 2, 2], np.int64)
data1.friendly_name = "data1" # operation name
data2 = ng.opset8.parameter([1, 2, 2, 2], np.int64)
data2.friendly_name = "data2" # operation name
concat = ng.opset8.concat([data1, data2], 1)
concat.friendly_name = "concat" # operation name
result = ng.opset8.result(concat)
result.friendly_name = "result" # operation name
f = ng.Function(result, [data1, data2], "function_name")
// _____________ _____________
// | Parameter | | Parameter |
// | data1 | | data2 |
// |___________| |___________|
// | |
// data1_t | | data2_t
// \ /
// \ /
// \ /
// ____\____/____
// | Concat |
// | concat |
// |____________|
// |
// | concat_t
// |
// _______|_______
// | Result |
// | result |
// |_____________|
auto data1 = std::make_shared<ov::opset8::Parameter>(ov::element::i64, ov::Shape{1, 3, 2, 2});
data1->set_friendly_name("data1"); // operation name
data1->output(0).set_names({"data1_t"}); // tensor names
auto data2 = std::make_shared<ov::opset8::Parameter>(ov::element::i64, ov::Shape{1, 2, 2, 2});
data2->set_friendly_name("data2"); // operation name
data2->output(0).set_names({"data2_t"}); // tensor names
auto concat = std::make_shared<ov::opset8::Concat>(ov::OutputVector{data1, data2}, 1);
concat->set_friendly_name("concat"); // operation name
concat->output(0).set_names({"concat_t"}); // tensor name
auto result = std::make_shared<ov::opset8::Result>(concat);
result->set_friendly_name("result"); // operation name
auto f = std::make_shared<ov::Model>(ov::ResultVector{result}, ov::ParameterVector{data1, data2}, "function_name");
API 2.0¶
# _____________ _____________
# | Parameter | | Parameter |
# | data1 | | data2 |
# |___________| |___________|
# | |
# data1_t | | data2_t
# \ /
# \ /
# \ /
# ____\____/____
# | Concat |
# | concat |
# |____________|
# |
# | concat_t
# |
# _______|_______
# | Result |
# | result |
# |_____________|
import openvino as ov
import openvino.runtime.opset12 as ops
data1 = ops.parameter([1, 3, 2, 2], ov.Type.i64)
data1.friendly_name = "data1" # operation name
data1.output(0).name = "data1_t" # tensor name
data2 = ops.parameter([1, 2, 2, 2], ov.Type.i64)
data2.friendly_name = "data2" # operation name
data2.output(0).name = "data2_t" # tensor name
concat = ops.concat([data1, data2], 1)
concat.friendly_name = "concat" # operation name
concat.output(0).name = "concat_t" # tensor name
result = ops.result(concat)
result.friendly_name = "result" # operation name
model = ov.Model(result, [data1, data2], "model_name")
// _____________ _____________
// | Parameter | | Parameter |
// | data1 | | data2 |
// |___________| |___________|
// | |
// data1_t | | data2_t
// \ /
// \ /
// \ /
// ____\____/____
// | Concat |
// | concat |
// |____________|
// |
// | concat_t
// |
// _______|_______
// | Result |
// | result |
// |_____________|
auto data1 = std::make_shared<ov::opset8::Parameter>(ov::element::i64, ov::Shape{1, 3, 2, 2});
data1->set_friendly_name("data1"); // operation name
data1->output(0).set_names({"data1_t"}); // tensor names
auto data2 = std::make_shared<ov::opset8::Parameter>(ov::element::i64, ov::Shape{1, 2, 2, 2});
data2->set_friendly_name("data2"); // operation name
data2->output(0).set_names({"data2_t"}); // tensor names
auto concat = std::make_shared<ov::opset8::Concat>(ov::OutputVector{data1, data2}, 1);
concat->set_friendly_name("concat"); // operation name
concat->output(0).set_names({"concat_t"}); // tensor name
auto result = std::make_shared<ov::opset8::Result>(concat);
result->set_friendly_name("result"); // operation name
auto f = std::make_shared<ov::Model>(ov::ResultVector{result}, ov::ParameterVector{data1, data2}, "function_name");