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Differential Revision: D38448021 fbshipit-source-id: 966708035115b4870a74f0ca0bbf8ea88b853527
150 lines
4.7 KiB
Python
150 lines
4.7 KiB
Python
# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the BSD-style license found in the
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# LICENSE file in the root directory of this source tree.
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import os
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import shutil
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import tempfile
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import warnings
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from typing import Optional, Tuple, Union
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import matplotlib
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import matplotlib.pyplot as plt
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import numpy as np
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from PIL import Image
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matplotlib.use("Agg")
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class VideoWriter:
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"""
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A class for exporting videos.
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"""
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def __init__(
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self,
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cache_dir: Optional[str] = None,
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ffmpeg_bin: str = "ffmpeg",
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out_path: str = "/tmp/video.mp4",
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fps: int = 20,
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output_format: str = "visdom",
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rmdir_allowed: bool = False,
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**kwargs,
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):
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"""
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Args:
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cache_dir: A directory for storing the video frames. If `None`,
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a temporary directory will be used.
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ffmpeg_bin: The path to an `ffmpeg` executable.
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out_path: The path to the output video.
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fps: The speed of the generated video in frames-per-second.
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output_format: Format of the output video. Currently only `"visdom"`
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is supported.
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rmdir_allowed: If `True` delete and create `cache_dir` in case
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it is not empty.
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"""
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self.rmdir_allowed = rmdir_allowed
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self.output_format = output_format
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self.fps = fps
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self.out_path = out_path
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self.cache_dir = cache_dir
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self.ffmpeg_bin = ffmpeg_bin
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self.frames = []
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self.regexp = "frame_%08d.png"
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self.frame_num = 0
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if self.cache_dir is not None:
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self.tmp_dir = None
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if os.path.isdir(self.cache_dir):
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if rmdir_allowed:
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shutil.rmtree(self.cache_dir)
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else:
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warnings.warn(
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f"Warning: cache directory not empty ({self.cache_dir})."
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)
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os.makedirs(self.cache_dir, exist_ok=True)
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else:
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self.tmp_dir = tempfile.TemporaryDirectory()
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self.cache_dir = self.tmp_dir.name
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def write_frame(
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self,
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frame: Union[matplotlib.figure.Figure, np.ndarray, Image.Image, str],
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resize: Optional[Union[float, Tuple[int, int]]] = None,
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):
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"""
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Write a frame to the video.
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Args:
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frame: An object containing the frame image.
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resize: Either a floating defining the image rescaling factor
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or a 2-tuple defining the size of the output image.
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"""
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outfile = os.path.join(self.cache_dir, self.regexp % self.frame_num)
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if isinstance(frame, matplotlib.figure.Figure):
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plt.savefig(outfile)
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im = Image.open(outfile)
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elif isinstance(frame, np.ndarray):
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if frame.dtype in (np.float64, np.float32, float):
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frame = (np.transpose(frame, (1, 2, 0)) * 255.0).astype(np.uint8)
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im = Image.fromarray(frame)
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elif isinstance(frame, Image.Image):
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im = frame
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elif isinstance(frame, str):
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im = Image.open(frame).convert("RGB")
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else:
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raise ValueError("Cant convert type %s" % str(type(frame)))
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if im is not None:
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if resize is not None:
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if isinstance(resize, float):
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resize = [int(resize * s) for s in im.size]
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else:
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resize = im.size
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# make sure size is divisible by 2
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resize = tuple([resize[i] + resize[i] % 2 for i in (0, 1)])
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im = im.resize(resize, Image.ANTIALIAS)
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im.save(outfile)
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self.frames.append(outfile)
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self.frame_num += 1
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def get_video(self, quiet: bool = True):
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"""
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Generate the video from the written frames.
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Args:
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quiet: If `True`, suppresses logging messages.
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Returns:
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video_path: The path to the generated video.
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"""
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regexp = os.path.join(self.cache_dir, self.regexp)
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if self.output_format == "visdom": # works for ppt too
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ffmcmd_ = (
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"%s -r %d -i %s -vcodec h264 -f mp4 \
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-y -crf 18 -b 2000k -pix_fmt yuv420p '%s'"
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% (self.ffmpeg_bin, self.fps, regexp, self.out_path)
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)
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else:
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raise ValueError("no such output type %s" % str(self.output_format))
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if quiet:
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ffmcmd_ += " > /dev/null 2>&1"
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else:
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print(ffmcmd_)
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os.system(ffmcmd_)
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return self.out_path
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def __del__(self):
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if self.tmp_dir is not None:
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self.tmp_dir.cleanup()
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