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SampleRemap.py
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#
# Copyright 2020 NVIDIA Corporation
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
# Starting from Python 3.8 DLL search policy has changed.
# We need to add path to CUDA DLLs explicitly.
import sys
import os
if os.name == 'nt':
# Add CUDA_PATH env variable
cuda_path = os.environ["CUDA_PATH"]
if cuda_path:
os.add_dll_directory(cuda_path)
else:
print("CUDA_PATH environment variable is not set.", file = sys.stderr)
print("Can't set CUDA DLLs search path.", file = sys.stderr)
exit(1)
# Add PATH as well for minor CUDA releases
sys_path = os.environ["PATH"]
if sys_path:
paths = sys_path.split(';')
for path in paths:
if os.path.isdir(path):
os.add_dll_directory(path)
else:
print("PATH environment variable is not set.", file = sys.stderr)
exit(1)
import PyNvCodec as nvc
import numpy as np
import cv2
def load_remap(remap_file):
remap_x, remap_y = np.load(remap_file, allow_pickle=True).values()
if remap_x.shape != remap_y.shape:
raise ValueError("remap_x.shape != remap_y.shape: ", remap_x.shape, " != ", remap_y.shape)
if not remap_x.flags['C_CONTIGUOUS']:
remap_x = np.ascontiguousarray(remap_x, dtype=remap_x.dtype)
if not remap_y.flags['C_CONTIGUOUS']:
remap_y = np.ascontiguousarray(remap_y, dtype=remap_y.dtype)
print("----> load remap_x: ", remap_x.shape, remap_x.dtype, remap_x.strides)
print("----> load remap_y: ", remap_y.shape, remap_y.dtype, remap_y.strides)
return remap_x, remap_y
total_num_frames = 4
def decode(gpuID, encFilePath, remapFilePath):
nvDec = nvc.PyNvDecoder(encFilePath, gpuID)
w = nvDec.Width()
h = nvDec.Height()
to_rgb = nvc.PySurfaceConverter(w, h, nvc.PixelFormat.NV12, nvc.PixelFormat.RGB, gpuID)
cc1 = nvc.ColorspaceConversionContext(nvc.ColorSpace.BT_709, nvc.ColorRange.JPEG)
# init remaper
remap_x, remap_y = load_remap(remapFilePath)
remap_h, remap_w = remap_x.shape
nv_remap = nvc.PySurfaceRemaper(remap_x, remap_y, nvc.PixelFormat.RGB, gpuID)
nv_dwn = nvc.PySurfaceDownloader(remap_w, remap_h, nvc.PixelFormat.RGB, gpuID)
dec_frame = 0
while (dec_frame < total_num_frames):
rawSurface = nvDec.DecodeSingleSurface()
if rawSurface.Empty():
print("DecodeSingleSurface Failed.")
break
rgb24_origin = to_rgb.Execute(rawSurface, cc1)
if rgb24_origin.Empty():
print("Convert to rgb Failed.")
break
rgb24_remap = nv_remap.Execute(rgb24_origin)
if rgb24_remap.Empty():
print("Remap Failed.")
break
rawFrameRGB = np.ndarray(shape=(remap_h, remap_w, 3), dtype=np.uint8)
if not nv_dwn.DownloadSingleSurface(rgb24_remap, rawFrameRGB):
print("DownloadSingleSurface Failed.")
break
undistort_img = cv2.cvtColor(rawFrameRGB, cv2.COLOR_RGB2BGR)
print("dump image shape: ", undistort_img.shape)
cv2.imwrite("%s.jpg" % dec_frame, undistort_img)
dec_frame += 1
if __name__ == "__main__":
print("This sample decodes first ", total_num_frames, " frames from input video and undistort them.")
print("Usage: SampleRemap.py $gpu_id $input_file $remap_npz_file")
if(len(sys.argv) < 4):
print("Provide gpu_id, path to input, path to remap file")
exit(1)
gpu_id = int(sys.argv[1])
encFilePath = sys.argv[2]
remapFilePath = sys.argv[3]
decode(gpu_id, encFilePath, remapFilePath)