generated from microsoft/python-package-template
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
1 changed file
with
109 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,109 @@ | ||
# --------------------------------------------------------------------------------- | ||
# Copyright (c) University of Michigan 2020-2024. All rights reserved. | ||
# Licensed under the MIT License. See LICENSE in project root for information. | ||
# --------------------------------------------------------------------------------- | ||
|
||
from enum import Enum | ||
|
||
import ffmpeg | ||
import numpy as np | ||
|
||
fmpeg_exe = "./ffmpeg" | ||
|
||
EncoderType = Enum("EncoderType", ["X264", "X265", "AV1_AOM", "AV1_SVT"]) | ||
|
||
|
||
def encode_stack(input_stack, method=EncoderType.X264, debug=False): | ||
t = input_stack.shape[0] | ||
w = input_stack.shape[1] | ||
h = input_stack.shape[2] | ||
|
||
nodes = ffmpeg.input( | ||
"pipe:", format="rawvideo", pix_fmt="gray", s=f"{h}x{w}", framerate="24/1" | ||
) | ||
|
||
match method: | ||
case EncoderType.X264: | ||
nodes = nodes.output( | ||
"pipe:", | ||
format="rawvideo", | ||
pix_fmt="gray", | ||
framerate="24/1", | ||
vcodec="libx264", | ||
) | ||
case EncoderType.X265: | ||
nodes = nodes.output( | ||
"pipe:", | ||
format="rawvideo", | ||
pix_fmt="gray", | ||
framerate="24/1", | ||
vcodec="libx265", | ||
) | ||
case EncoderType.AV1_AOM: | ||
nodes = nodes.output( | ||
"pipe:", | ||
format="rawvideo", | ||
pix_fmt="gray", | ||
framerate="24/1", | ||
vcodec="libaom-av1", | ||
) | ||
case EncoderType.AV1_SVT: | ||
nodes = nodes.output( | ||
"pipe:", | ||
format="rawvideo", | ||
pix_fmt="gray", | ||
framerate="24/1", | ||
vcodec="libsvtav1", | ||
) | ||
case _: | ||
raise ValueError(f"Unknown method {method}.") | ||
|
||
process = nodes.run_async( | ||
cmd=fmpeg_exe if method != EncoderType.AV1_SVT else "./ffmpeg_forav1", | ||
pipe_stdout=True, | ||
pipe_stdin=True, | ||
pipe_stderr=(not debug), | ||
) | ||
|
||
match input_stack.dtype: | ||
case np.uint8: | ||
to_encoder = input_stack.tobytes() | ||
case np.uint16: | ||
# apply rescale... | ||
to_encoder = np.array(input_stack, dtype=float) | ||
to_encoder /= to_encoder.max() | ||
to_encoder *= 2**8 | ||
to_encoder = to_encoder.tobytes() | ||
case _: | ||
raise ValueError(f"Invalid data input type {input_stack.dtype}.") | ||
|
||
out, err = process.communicate(input=to_encoder) | ||
|
||
if not len(out): | ||
raise ValueError( | ||
"No output receieved from ffmpeg. Is your chunk size sufficient?" | ||
) | ||
|
||
return out | ||
|
||
|
||
def decode_stack(input_blob, dims=(128, 128), method="libx264", debug=False): | ||
nodes = ffmpeg.input("pipe:", framerate="24/1").output( | ||
"pipe:", format="rawvideo", pix_fmt="gray", framerate="24/1" | ||
) | ||
|
||
process = nodes.run_async( | ||
cmd=fmpeg_exe, pipe_stdout=True, pipe_stdin=True, pipe_stderr=(not debug) | ||
) | ||
|
||
process.stdin.write(input_blob) | ||
process.stdin.close() | ||
|
||
r = process.stdout.read() | ||
|
||
out = np.frombuffer(r, dtype=np.uint8) | ||
|
||
t_size = out.shape[0] // (dims[0] * dims[1]) | ||
out = out.reshape((t_size, *dims)) | ||
|
||
return out |