validate_onnx2circle Namespace Reference

Data Structures
class	OnnxRunner

Functions
	to_numpy (tensor)
	to_nhwc (tensor)

Variables
	parser = argparse.ArgumentParser()
	type
	str
	required
	args = parser.parse_args()
	driver = args.driver
	onnx_filepath = args.onnx
	circle_filepath = args.circle
	onnx_runner = OnnxRunner(onnx_filepath)
	process
int	rtolerance = 1e-03
int	atolerance = 1e-04
bool	result_compare = True
	output_shape = onnx_runner.outputs[idx].shape
	output_type = onnx_runner.outputs[idx].type
	output_np_type = np.float32
	output_data = np.fromfile(circle_filepath + ".output" + str(idx), output_np_type)
	shape_file = open(circle_filepath + ".output" + str(idx) + ".shape", 'r')
	luci_output_data = np.reshape(output_data, output_shape)
	output_nchw = onnx_runner.outs[idx]
	output_nhwc = to_nhwc(output_nchw)
	diff = np.isclose(output_nhwc, luci_output_data, rtol=rtolerance, atol=atolerance)
	result_compare_one = np.all(diff)
	diff_val = np.subtract(output_nhwc, luci_output_data)

Detailed Description

'export SCRIPT_PATH="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"                  # 

Function Documentation

to_nhwc()

validate_onnx2circle.to_nhwc

(

tensor

)

Definition at line 48 of file validate_onnx2circle.py.

def to_nhwc(tensor):
    if (tensor.ndim == 4):
        return np.transpose(tensor, (0, 2, 3, 1))
    return tensor
 
 

Referenced by validate_onnx2circle.OnnxRunner.feed_random_inputs().

to_numpy()

validate_onnx2circle.to_numpy

(

tensor

)

Definition at line 44 of file validate_onnx2circle.py.

def to_numpy(tensor):
    return tensor.cpu().numpy()
 
 

Referenced by validate_onnx2circle.OnnxRunner.feed_random_inputs().

Variable Documentation

args

validate_onnx2circle.args = parser.parse_args()

Definition at line 37 of file validate_onnx2circle.py.

atolerance

int validate_onnx2circle.atolerance = 1e-04

Definition at line 125 of file validate_onnx2circle.py.

circle_filepath

validate_onnx2circle.circle_filepath = args.circle

Definition at line 41 of file validate_onnx2circle.py.

diff

validate_onnx2circle.diff = np.isclose(output_nhwc, luci_output_data, rtol=rtolerance, atol=atolerance)

Definition at line 147 of file validate_onnx2circle.py.

diff_val

validate_onnx2circle.diff_val = np.subtract(output_nhwc, luci_output_data)

Definition at line 152 of file validate_onnx2circle.py.

driver

validate_onnx2circle.driver = args.driver

Definition at line 39 of file validate_onnx2circle.py.

luci_output_data

validate_onnx2circle.luci_output_data = np.reshape(output_data, output_shape)

Definition at line 140 of file validate_onnx2circle.py.

onnx_filepath

validate_onnx2circle.onnx_filepath = args.onnx

Definition at line 40 of file validate_onnx2circle.py.

onnx_runner

validate_onnx2circle.onnx_runner = OnnxRunner(onnx_filepath)

Definition at line 109 of file validate_onnx2circle.py.

output_data

validate_onnx2circle.output_data = np.fromfile(circle_filepath + ".output" + str(idx), output_np_type)

Definition at line 137 of file validate_onnx2circle.py.

output_nchw

validate_onnx2circle.output_nchw = onnx_runner.outs[idx]

Definition at line 143 of file validate_onnx2circle.py.

output_nhwc

validate_onnx2circle.output_nhwc = to_nhwc(output_nchw)

Definition at line 144 of file validate_onnx2circle.py.

output_np_type

validate_onnx2circle.output_np_type = np.float32

Definition at line 131 of file validate_onnx2circle.py.

output_shape

list validate_onnx2circle.output_shape = onnx_runner.outputs[idx].shape

Definition at line 128 of file validate_onnx2circle.py.

output_type

validate_onnx2circle.output_type = onnx_runner.outputs[idx].type

Definition at line 129 of file validate_onnx2circle.py.

parser

validate_onnx2circle.parser = argparse.ArgumentParser()

Definition at line 33 of file validate_onnx2circle.py.

process

validate_onnx2circle.process

Initial value:

=  subprocess.run([
    driver, circle_filepath,
    str(onnx_runner.inputs_size), circle_filepath + ".input", circle_filepath + ".output"
],
                         check=True)

Definition at line 117 of file validate_onnx2circle.py.

required

validate_onnx2circle.required

Definition at line 34 of file validate_onnx2circle.py.

result_compare

bool validate_onnx2circle.result_compare = True

Definition at line 126 of file validate_onnx2circle.py.

result_compare_one

validate_onnx2circle.result_compare_one = np.all(diff)

Definition at line 149 of file validate_onnx2circle.py.

rtolerance

int validate_onnx2circle.rtolerance = 1e-03

Definition at line 124 of file validate_onnx2circle.py.

shape_file

validate_onnx2circle.shape_file = open(circle_filepath + ".output" + str(idx) + ".shape", 'r')

Definition at line 138 of file validate_onnx2circle.py.

str

validate_onnx2circle.str

Definition at line 34 of file validate_onnx2circle.py.

Referenced by validate_onnx2circle.OnnxRunner.feed_random_inputs().

type

validate_onnx2circle.type

Definition at line 34 of file validate_onnx2circle.py.