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15 changes: 15 additions & 0 deletions comfy_api/latest/_input/video_types.py
Original file line number Diff line number Diff line change
Expand Up @@ -34,6 +34,21 @@ def save_to(
"""
pass

@abstractmethod
def as_trimmed(
self,
start_time: float | None = None,
duration: float | None = None,
strict_duration: bool = False,
) -> VideoInput | None:
"""
Create a new VideoInput which is trimmed to have the corresponding start_time and duration

Returns:
A new VideoInput, or None if the result would have negative duration
"""
pass

def get_stream_source(self) -> Union[str, io.BytesIO]:
"""
Get a streamable source for the video. This allows processing without
Expand Down
201 changes: 141 additions & 60 deletions comfy_api/latest/_input_impl/video_types.py
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@
from .._input import AudioInput, VideoInput
import av
import io
import itertools
import json
import numpy as np
import math
Expand All @@ -29,7 +30,6 @@ def container_to_output_format(container_format: str | None) -> str | None:
formats = container_format.split(",")
return formats[0]


def get_open_write_kwargs(
dest: str | io.BytesIO, container_format: str, to_format: str | None
) -> dict:
Expand Down Expand Up @@ -57,12 +57,14 @@ class VideoFromFile(VideoInput):
Class representing video input from a file.
"""

def __init__(self, file: str | io.BytesIO):
def __init__(self, file: str | io.BytesIO, *, start_time: float=0, duration: float=0):
"""
Initialize the VideoFromFile object based off of either a path on disk or a BytesIO object
containing the file contents.
"""
self.__file = file
self.__start_time = start_time
self.__duration = duration

def get_stream_source(self) -> str | io.BytesIO:
"""
Expand Down Expand Up @@ -96,6 +98,16 @@ def get_duration(self) -> float:
Returns:
Duration in seconds
"""
raw_duration = self._get_raw_duration()
if self.__start_time < 0:
duration_from_start = min(raw_duration, -self.__start_time)
else:
duration_from_start = raw_duration - self.__start_time
if self.__duration:
return min(self.__duration, duration_from_start)
return duration_from_start

def _get_raw_duration(self) -> float:
if isinstance(self.__file, io.BytesIO):
self.__file.seek(0)
with av.open(self.__file, mode="r") as container:
Expand All @@ -113,9 +125,13 @@ def get_duration(self) -> float:
if video_stream and video_stream.average_rate:
frame_count = 0
container.seek(0)
for packet in container.demux(video_stream):
for _ in packet.decode():
frame_count += 1
frame_iterator = (
container.decode(video_stream)
if video_stream.codec.capabilities & 0x100
else container.demux(video_stream)
)
for packet in frame_iterator:
frame_count += 1
if frame_count > 0:
return float(frame_count / video_stream.average_rate)

Expand All @@ -131,36 +147,54 @@ def get_frame_count(self) -> int:

with av.open(self.__file, mode="r") as container:
video_stream = self._get_first_video_stream(container)
# 1. Prefer the frames field if available
if video_stream.frames and video_stream.frames > 0:
# 1. Prefer the frames field if available and usable
if (
video_stream.frames
and video_stream.frames > 0
and not self.__start_time
and not self.__duration
):
return int(video_stream.frames)

# 2. Try to estimate from duration and average_rate using only metadata
if container.duration is not None and video_stream.average_rate:
duration_seconds = float(container.duration / av.time_base)
estimated_frames = int(round(duration_seconds * float(video_stream.average_rate)))
if estimated_frames > 0:
return estimated_frames

if (
getattr(video_stream, "duration", None) is not None
and getattr(video_stream, "time_base", None) is not None
and video_stream.average_rate
):
duration_seconds = float(video_stream.duration * video_stream.time_base)
raw_duration = float(video_stream.duration * video_stream.time_base)
if self.__start_time < 0:
duration_from_start = min(raw_duration, -self.__start_time)
else:
duration_from_start = raw_duration - self.__start_time
duration_seconds = min(self.__duration, duration_from_start)
estimated_frames = int(round(duration_seconds * float(video_stream.average_rate)))
if estimated_frames > 0:
return estimated_frames

# 3. Last resort: decode frames and count them (streaming)
frame_count = 0
container.seek(0)
for packet in container.demux(video_stream):
for _ in packet.decode():
frame_count += 1

if frame_count == 0:
raise ValueError(f"Could not determine frame count for file '{self.__file}'")
if self.__start_time < 0:
start_time = max(self._get_raw_duration() + self.__start_time, 0)
else:
start_time = self.__start_time
frame_count = 1
start_pts = int(start_time / video_stream.time_base)
end_pts = int((start_time + self.__duration) / video_stream.time_base)
container.seek(start_pts, stream=video_stream)
frame_iterator = (
container.decode(video_stream)
if video_stream.codec.capabilities & 0x100
else container.demux(video_stream)
)
for frame in frame_iterator:
if frame.pts >= start_pts:
break
else:
raise ValueError(f"Could not determine frame count for file '{self.__file}'\nNo frames exist for start_time {self.__start_time}")
for frame in frame_iterator:
if frame.pts >= end_pts:
break
frame_count += 1
return frame_count

def get_frame_rate(self) -> Fraction:
Expand Down Expand Up @@ -199,41 +233,66 @@ def get_container_format(self) -> str:
return container.format.name

def get_components_internal(self, container: InputContainer) -> VideoComponents:
video_stream = self._get_first_video_stream(container)
if self.__start_time < 0:
start_time = max(self._get_raw_duration() + self.__start_time, 0)
else:
start_time = self.__start_time
# Get video frames
frames = []
for frame in container.decode(video=0):
start_pts = int(start_time / video_stream.time_base)
end_pts = int((start_time + self.__duration) / video_stream.time_base)
container.seek(start_pts, stream=video_stream)
for frame in container.decode(video_stream):
if frame.pts < start_pts:
continue
if self.__duration and frame.pts >= end_pts:
break
img = frame.to_ndarray(format='rgb24') # shape: (H, W, 3)
img = torch.from_numpy(img) / 255.0 # shape: (H, W, 3)
frames.append(img)

images = torch.stack(frames) if len(frames) > 0 else torch.zeros(0, 3, 0, 0)

# Get frame rate
video_stream = next(s for s in container.streams if s.type == 'video')
frame_rate = Fraction(video_stream.average_rate) if video_stream and video_stream.average_rate else Fraction(1)
frame_rate = Fraction(video_stream.average_rate) if video_stream.average_rate else Fraction(1)

# Get audio if available
audio = None
try:
container.seek(0) # Reset the container to the beginning
for stream in container.streams:
if stream.type != 'audio':
continue
assert isinstance(stream, av.AudioStream)
audio_frames = []
for packet in container.demux(stream):
for frame in packet.decode():
assert isinstance(frame, av.AudioFrame)
audio_frames.append(frame.to_ndarray()) # shape: (channels, samples)
if len(audio_frames) > 0:
audio_data = np.concatenate(audio_frames, axis=1) # shape: (channels, total_samples)
audio_tensor = torch.from_numpy(audio_data).unsqueeze(0) # shape: (1, channels, total_samples)
audio = AudioInput({
"waveform": audio_tensor,
"sample_rate": int(stream.sample_rate) if stream.sample_rate else 1,
})
except StopIteration:
pass # No audio stream
container.seek(start_pts, stream=video_stream)
# Use last stream for consistency
if len(container.streams.audio):
audio_stream = container.streams.audio[-1]
audio_frames = []
resample = av.audio.resampler.AudioResampler(format='fltp').resample
frames = itertools.chain.from_iterable(
map(resample, container.decode(audio_stream))
)

has_first_frame = False
for frame in frames:
offset_seconds = start_time - frame.pts * audio_stream.time_base
to_skip = int(offset_seconds * audio_stream.sample_rate)
if to_skip < frame.samples:
has_first_frame = True
break
if has_first_frame:
audio_frames.append(frame.to_ndarray()[..., to_skip:])

for frame in frames:
if frame.time > start_time + self.__duration:
break
audio_frames.append(frame.to_ndarray()) # shape: (channels, samples)
if len(audio_frames) > 0:
audio_data = np.concatenate(audio_frames, axis=1) # shape: (channels, total_samples)
if self.__duration:
audio_data = audio_data[..., :int(self.__duration * audio_stream.sample_rate)]

audio_tensor = torch.from_numpy(audio_data).unsqueeze(0) # shape: (1, channels, total_samples)
audio = AudioInput({
"waveform": audio_tensor,
"sample_rate": int(audio_stream.sample_rate) if audio_stream.sample_rate else 1,
})

metadata = container.metadata
return VideoComponents(images=images, audio=audio, frame_rate=frame_rate, metadata=metadata)
Expand All @@ -250,7 +309,7 @@ def save_to(
path: str | io.BytesIO,
format: VideoContainer = VideoContainer.AUTO,
codec: VideoCodec = VideoCodec.AUTO,
metadata: Optional[dict] = None
metadata: Optional[dict] = None,
):
if isinstance(self.__file, io.BytesIO):
self.__file.seek(0) # Reset the BytesIO object to the beginning
Expand All @@ -262,15 +321,14 @@ def save_to(
reuse_streams = False
if codec != VideoCodec.AUTO and codec != video_encoding and video_encoding is not None:
reuse_streams = False
if self.__start_time or self.__duration:
reuse_streams = False

if not reuse_streams:
components = self.get_components_internal(container)
video = VideoFromComponents(components)
return video.save_to(
path,
format=format,
codec=codec,
metadata=metadata
path, format=format, codec=codec, metadata=metadata
)

streams = container.streams
Expand Down Expand Up @@ -304,10 +362,21 @@ def save_to(
output_container.mux(packet)

def _get_first_video_stream(self, container: InputContainer):
video_stream = next((s for s in container.streams if s.type == "video"), None)
if video_stream is None:
raise ValueError(f"No video stream found in file '{self.__file}'")
return video_stream
if len(container.streams.video):
return container.streams.video[0]
raise ValueError(f"No video stream found in file '{self.__file}'")

def as_trimmed(
self, start_time: float = 0, duration: float = 0, strict_duration: bool = True
) -> VideoInput | None:
trimmed = VideoFromFile(
self.get_stream_source(),
start_time=start_time + self.__start_time,
duration=duration,
)
if trimmed.get_duration() < duration and strict_duration:
return None
return trimmed


class VideoFromComponents(VideoInput):
Expand All @@ -322,15 +391,15 @@ def get_components(self) -> VideoComponents:
return VideoComponents(
images=self.__components.images,
audio=self.__components.audio,
frame_rate=self.__components.frame_rate
frame_rate=self.__components.frame_rate,
)

def save_to(
self,
path: str,
format: VideoContainer = VideoContainer.AUTO,
codec: VideoCodec = VideoCodec.AUTO,
metadata: Optional[dict] = None
metadata: Optional[dict] = None,
):
if format != VideoContainer.AUTO and format != VideoContainer.MP4:
raise ValueError("Only MP4 format is supported for now")
Expand All @@ -357,7 +426,10 @@ def save_to(
audio_stream: Optional[av.AudioStream] = None
if self.__components.audio:
audio_sample_rate = int(self.__components.audio['sample_rate'])
audio_stream = output.add_stream('aac', rate=audio_sample_rate)
waveform = self.__components.audio['waveform']
waveform = waveform[0, :, :math.ceil((audio_sample_rate / frame_rate) * self.__components.images.shape[0])]
layout = {1: 'mono', 2: 'stereo', 6: '5.1'}.get(waveform.shape[0], 'stereo')
audio_stream = output.add_stream('aac', rate=audio_sample_rate, layout=layout)

# Encode video
for i, frame in enumerate(self.__components.images):
Expand All @@ -372,12 +444,21 @@ def save_to(
output.mux(packet)

if audio_stream and self.__components.audio:
waveform = self.__components.audio['waveform']
waveform = waveform[:, :, :math.ceil((audio_sample_rate / frame_rate) * self.__components.images.shape[0])]
frame = av.AudioFrame.from_ndarray(waveform.movedim(2, 1).reshape(1, -1).float().cpu().numpy(), format='flt', layout='mono' if waveform.shape[1] == 1 else 'stereo')
frame = av.AudioFrame.from_ndarray(waveform.float().cpu().numpy(), format='fltp', layout=layout)
frame.sample_rate = audio_sample_rate
frame.pts = 0
output.mux(audio_stream.encode(frame))

# Flush encoder
output.mux(audio_stream.encode(None))

def as_trimmed(
self,
start_time: float | None = None,
duration: float | None = None,
strict_duration: bool = True,
) -> VideoInput | None:
if self.get_duration() < start_time + duration:
return None
#TODO Consider tracking duration and trimming at time of save?
return VideoFromFile(self.get_stream_source(), start_time=start_time, duration=duration)
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