mirror of
https://github.com/comfyanonymous/ComfyUI.git
synced 2026-02-03 10:10:20 +08:00
Merge f387379873 into dd86b15521
This commit is contained in:
commit
3d42682daa
@ -34,6 +34,21 @@ class VideoInput(ABC):
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"""
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pass
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@abstractmethod
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def as_trimmed(
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self,
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start_time: float | None = None,
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duration: float | None = None,
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strict_duration: bool = False,
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) -> VideoInput | None:
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"""
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Create a new VideoInput which is trimmed to have the corresponding start_time and duration
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Returns:
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A new VideoInput, or None if the result would have negative duration
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"""
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pass
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def get_stream_source(self) -> Union[str, io.BytesIO]:
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"""
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Get a streamable source for the video. This allows processing without
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@ -6,6 +6,7 @@ from typing import Optional
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from .._input import AudioInput, VideoInput
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import av
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import io
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import itertools
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import json
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import numpy as np
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import math
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@ -29,7 +30,6 @@ def container_to_output_format(container_format: str | None) -> str | None:
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formats = container_format.split(",")
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return formats[0]
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def get_open_write_kwargs(
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dest: str | io.BytesIO, container_format: str, to_format: str | None
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) -> dict:
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@ -57,12 +57,14 @@ class VideoFromFile(VideoInput):
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Class representing video input from a file.
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"""
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def __init__(self, file: str | io.BytesIO):
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def __init__(self, file: str | io.BytesIO, *, start_time: float=0, duration: float=0):
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"""
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Initialize the VideoFromFile object based off of either a path on disk or a BytesIO object
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containing the file contents.
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"""
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self.__file = file
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self.__start_time = start_time
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self.__duration = duration
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def get_stream_source(self) -> str | io.BytesIO:
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"""
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@ -96,6 +98,16 @@ class VideoFromFile(VideoInput):
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Returns:
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Duration in seconds
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"""
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raw_duration = self._get_raw_duration()
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if self.__start_time < 0:
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duration_from_start = min(raw_duration, -self.__start_time)
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else:
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duration_from_start = raw_duration - self.__start_time
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if self.__duration:
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return min(self.__duration, duration_from_start)
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return duration_from_start
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def _get_raw_duration(self) -> float:
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if isinstance(self.__file, io.BytesIO):
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self.__file.seek(0)
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with av.open(self.__file, mode="r") as container:
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@ -113,9 +125,13 @@ class VideoFromFile(VideoInput):
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if video_stream and video_stream.average_rate:
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frame_count = 0
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container.seek(0)
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for packet in container.demux(video_stream):
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for _ in packet.decode():
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frame_count += 1
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frame_iterator = (
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container.decode(video_stream)
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if video_stream.codec.capabilities & 0x100
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else container.demux(video_stream)
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)
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for packet in frame_iterator:
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frame_count += 1
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if frame_count > 0:
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return float(frame_count / video_stream.average_rate)
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@ -131,36 +147,54 @@ class VideoFromFile(VideoInput):
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with av.open(self.__file, mode="r") as container:
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video_stream = self._get_first_video_stream(container)
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# 1. Prefer the frames field if available
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if video_stream.frames and video_stream.frames > 0:
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# 1. Prefer the frames field if available and usable
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if (
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video_stream.frames
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and video_stream.frames > 0
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and not self.__start_time
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and not self.__duration
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):
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return int(video_stream.frames)
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# 2. Try to estimate from duration and average_rate using only metadata
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if container.duration is not None and video_stream.average_rate:
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duration_seconds = float(container.duration / av.time_base)
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estimated_frames = int(round(duration_seconds * float(video_stream.average_rate)))
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if estimated_frames > 0:
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return estimated_frames
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if (
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getattr(video_stream, "duration", None) is not None
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and getattr(video_stream, "time_base", None) is not None
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and video_stream.average_rate
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):
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duration_seconds = float(video_stream.duration * video_stream.time_base)
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raw_duration = float(video_stream.duration * video_stream.time_base)
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if self.__start_time < 0:
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duration_from_start = min(raw_duration, -self.__start_time)
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else:
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duration_from_start = raw_duration - self.__start_time
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duration_seconds = min(self.__duration, duration_from_start)
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estimated_frames = int(round(duration_seconds * float(video_stream.average_rate)))
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if estimated_frames > 0:
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return estimated_frames
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# 3. Last resort: decode frames and count them (streaming)
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frame_count = 0
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container.seek(0)
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for packet in container.demux(video_stream):
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for _ in packet.decode():
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frame_count += 1
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if frame_count == 0:
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raise ValueError(f"Could not determine frame count for file '{self.__file}'")
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if self.__start_time < 0:
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start_time = max(self._get_raw_duration() + self.__start_time, 0)
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else:
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start_time = self.__start_time
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frame_count = 1
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start_pts = int(start_time / video_stream.time_base)
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end_pts = int((start_time + self.__duration) / video_stream.time_base)
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container.seek(start_pts, stream=video_stream)
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frame_iterator = (
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container.decode(video_stream)
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if video_stream.codec.capabilities & 0x100
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else container.demux(video_stream)
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)
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for frame in frame_iterator:
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if frame.pts >= start_pts:
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break
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else:
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raise ValueError(f"Could not determine frame count for file '{self.__file}'\nNo frames exist for start_time {self.__start_time}")
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for frame in frame_iterator:
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if frame.pts >= end_pts:
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break
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frame_count += 1
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return frame_count
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def get_frame_rate(self) -> Fraction:
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@ -199,9 +233,21 @@ class VideoFromFile(VideoInput):
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return container.format.name
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def get_components_internal(self, container: InputContainer) -> VideoComponents:
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video_stream = self._get_first_video_stream(container)
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if self.__start_time < 0:
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start_time = max(self._get_raw_duration() + self.__start_time, 0)
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else:
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start_time = self.__start_time
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# Get video frames
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frames = []
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for frame in container.decode(video=0):
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start_pts = int(start_time / video_stream.time_base)
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end_pts = int((start_time + self.__duration) / video_stream.time_base)
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container.seek(start_pts, stream=video_stream)
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for frame in container.decode(video_stream):
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if frame.pts < start_pts:
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continue
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if self.__duration and frame.pts >= end_pts:
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break
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img = frame.to_ndarray(format='rgb24') # shape: (H, W, 3)
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img = torch.from_numpy(img) / 255.0 # shape: (H, W, 3)
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frames.append(img)
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@ -209,31 +255,44 @@ class VideoFromFile(VideoInput):
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images = torch.stack(frames) if len(frames) > 0 else torch.zeros(0, 3, 0, 0)
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# Get frame rate
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video_stream = next(s for s in container.streams if s.type == 'video')
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frame_rate = Fraction(video_stream.average_rate) if video_stream and video_stream.average_rate else Fraction(1)
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frame_rate = Fraction(video_stream.average_rate) if video_stream.average_rate else Fraction(1)
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# Get audio if available
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audio = None
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try:
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container.seek(0) # Reset the container to the beginning
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for stream in container.streams:
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if stream.type != 'audio':
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continue
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assert isinstance(stream, av.AudioStream)
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audio_frames = []
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for packet in container.demux(stream):
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for frame in packet.decode():
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assert isinstance(frame, av.AudioFrame)
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audio_frames.append(frame.to_ndarray()) # shape: (channels, samples)
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if len(audio_frames) > 0:
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audio_data = np.concatenate(audio_frames, axis=1) # shape: (channels, total_samples)
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audio_tensor = torch.from_numpy(audio_data).unsqueeze(0) # shape: (1, channels, total_samples)
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audio = AudioInput({
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"waveform": audio_tensor,
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"sample_rate": int(stream.sample_rate) if stream.sample_rate else 1,
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})
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except StopIteration:
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pass # No audio stream
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container.seek(start_pts, stream=video_stream)
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# Use last stream for consistency
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if len(container.streams.audio):
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audio_stream = container.streams.audio[-1]
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audio_frames = []
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resample = av.audio.resampler.AudioResampler(format='fltp').resample
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frames = itertools.chain.from_iterable(
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map(resample, container.decode(audio_stream))
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)
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has_first_frame = False
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for frame in frames:
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offset_seconds = start_time - frame.pts * audio_stream.time_base
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to_skip = int(offset_seconds * audio_stream.sample_rate)
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if to_skip < frame.samples:
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has_first_frame = True
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break
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if has_first_frame:
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audio_frames.append(frame.to_ndarray()[..., to_skip:])
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for frame in frames:
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if frame.time > start_time + self.__duration:
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break
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audio_frames.append(frame.to_ndarray()) # shape: (channels, samples)
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if len(audio_frames) > 0:
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audio_data = np.concatenate(audio_frames, axis=1) # shape: (channels, total_samples)
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if self.__duration:
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audio_data = audio_data[..., :int(self.__duration * audio_stream.sample_rate)]
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audio_tensor = torch.from_numpy(audio_data).unsqueeze(0) # shape: (1, channels, total_samples)
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audio = AudioInput({
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"waveform": audio_tensor,
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"sample_rate": int(audio_stream.sample_rate) if audio_stream.sample_rate else 1,
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})
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metadata = container.metadata
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return VideoComponents(images=images, audio=audio, frame_rate=frame_rate, metadata=metadata)
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@ -250,7 +309,7 @@ class VideoFromFile(VideoInput):
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path: str | io.BytesIO,
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format: VideoContainer = VideoContainer.AUTO,
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codec: VideoCodec = VideoCodec.AUTO,
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metadata: Optional[dict] = None
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metadata: Optional[dict] = None,
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):
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if isinstance(self.__file, io.BytesIO):
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self.__file.seek(0) # Reset the BytesIO object to the beginning
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@ -262,15 +321,14 @@ class VideoFromFile(VideoInput):
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reuse_streams = False
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if codec != VideoCodec.AUTO and codec != video_encoding and video_encoding is not None:
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reuse_streams = False
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if self.__start_time or self.__duration:
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reuse_streams = False
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if not reuse_streams:
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components = self.get_components_internal(container)
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video = VideoFromComponents(components)
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return video.save_to(
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path,
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format=format,
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codec=codec,
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metadata=metadata
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path, format=format, codec=codec, metadata=metadata
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)
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streams = container.streams
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@ -304,10 +362,21 @@ class VideoFromFile(VideoInput):
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output_container.mux(packet)
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def _get_first_video_stream(self, container: InputContainer):
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video_stream = next((s for s in container.streams if s.type == "video"), None)
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if video_stream is None:
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raise ValueError(f"No video stream found in file '{self.__file}'")
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return video_stream
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if len(container.streams.video):
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return container.streams.video[0]
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raise ValueError(f"No video stream found in file '{self.__file}'")
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def as_trimmed(
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self, start_time: float = 0, duration: float = 0, strict_duration: bool = True
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) -> VideoInput | None:
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trimmed = VideoFromFile(
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self.get_stream_source(),
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start_time=start_time + self.__start_time,
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duration=duration + self.__duration,
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)
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if trimmed.get_duration() < duration and strict_duration:
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return None
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return trimmed
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class VideoFromComponents(VideoInput):
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@ -322,7 +391,7 @@ class VideoFromComponents(VideoInput):
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return VideoComponents(
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images=self.__components.images,
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audio=self.__components.audio,
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frame_rate=self.__components.frame_rate
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frame_rate=self.__components.frame_rate,
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)
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def save_to(
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@ -330,7 +399,7 @@ class VideoFromComponents(VideoInput):
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path: str,
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format: VideoContainer = VideoContainer.AUTO,
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codec: VideoCodec = VideoCodec.AUTO,
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metadata: Optional[dict] = None
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metadata: Optional[dict] = None,
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):
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if format != VideoContainer.AUTO and format != VideoContainer.MP4:
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raise ValueError("Only MP4 format is supported for now")
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@ -381,3 +450,14 @@ class VideoFromComponents(VideoInput):
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# Flush encoder
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output.mux(audio_stream.encode(None))
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def as_trimmed(
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self,
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start_time: float | None = None,
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duration: float | None = None,
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strict_duration: bool = True,
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) -> VideoInput | None:
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if self.get_duration() < start_time + duration:
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return None
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#TODO Consider tracking duration and trimming at time of save?
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return VideoFromFile(self.get_stream_source(), start_time=start_time, duration=duration)
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@ -202,6 +202,56 @@ class LoadVideo(io.ComfyNode):
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return True
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class VideoSlice(io.ComfyNode):
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@classmethod
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def define_schema(cls):
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return io.Schema(
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node_id="Video Slice",
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display_name="Video Slice",
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search_aliases=[
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"trim video duration",
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"skip first frames",
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"frame load cap",
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"start time",
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],
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category="image/video",
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inputs=[
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io.Video.Input("video"),
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io.Float.Input(
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"start_time",
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default=0.0,
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max=1e5,
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min=-1e5,
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step=0.001,
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tooltip="Start time in seconds",
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),
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io.Float.Input(
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"duration",
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default=0.0,
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min=0.0,
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step=0.001,
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tooltip="Duration in seconds, or 0 for unlimited duration",
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),
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io.Boolean.Input(
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"strict_duration",
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default=False,
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tooltip="If True, when the specified duration is not possible, an error will be raised.",
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),
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],
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outputs=[
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io.Video.Output(),
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],
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)
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@classmethod
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def execute(cls, video: io.Video.Type, start_time: float, duration: float, strict_duration: bool) -> io.NodeOutput:
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trimmed = video.as_trimmed(start_time, duration, strict_duration=strict_duration)
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if trimmed is not None:
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return io.NodeOutput(trimmed)
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raise ValueError(
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f"Failed to slice video:\nSource duration: {video.get_duration()}\nStart time: {start_time}\nTarget duration: {duration}"
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)
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class VideoExtension(ComfyExtension):
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@override
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@ -212,6 +262,7 @@ class VideoExtension(ComfyExtension):
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CreateVideo,
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GetVideoComponents,
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LoadVideo,
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VideoSlice,
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]
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async def comfy_entrypoint() -> VideoExtension:
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Block a user