openvino/runtime/bindings/python/tests/test_ngraph/test_proposal.py

37 lines
1.3 KiB
Python

# Copyright (C) 2018-2021 Intel Corporation
# SPDX-License-Identifier: Apache-2.0
import numpy as np
import ngraph as ng
from ngraph.impl import Shape, Type
def test_proposal_props():
float_dtype = np.float32
batch_size = 1
post_nms_topn = 20
probs = ng.parameter(Shape([batch_size, 8, 255, 255]), dtype=float_dtype, name="probs")
deltas = ng.parameter(Shape([batch_size, 16, 255, 255]), dtype=float_dtype, name="bbox_deltas")
im_info = ng.parameter(Shape([4]), dtype=float_dtype, name="im_info")
attrs = {
"base_size": np.uint32(85),
"pre_nms_topn": np.uint32(10),
"post_nms_topn": np.uint32(post_nms_topn),
"nms_thresh": np.float32(0.34),
"feat_stride": np.uint32(16),
"min_size": np.uint32(32),
"ratio": np.array([0.1, 1.5, 2.0, 2.5], dtype=np.float32),
"scale": np.array([2, 3, 3, 4], dtype=np.float32),
}
node = ng.proposal(probs, deltas, im_info, attrs)
assert node.get_type_name() == "Proposal"
assert node.get_output_size() == 2
assert list(node.get_output_shape(0)) == [batch_size * post_nms_topn, 5]
assert list(node.get_output_shape(1)) == [batch_size * post_nms_topn]
assert node.get_output_element_type(0) == Type.f32
assert node.get_output_element_type(1) == Type.f32