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https://github.com/hiyouga/LlamaFactory.git
synced 2026-04-03 16:23:07 +00:00
[data] fix qwen3vl timestamp (#10338)
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@@ -1489,10 +1489,11 @@ class Qwen2VLPlugin(BasePlugin):
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@override
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def _regularize_videos(self, videos: list["VideoInput"], **kwargs) -> "RegularizedVideoOutput":
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results, fps_per_video, durations = [], [], []
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results, fps_per_video, durations, frames_indices = [], [], [], []
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for video in videos:
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frames: list[ImageObject] = []
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if _check_video_is_nested_images(video):
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# we assume already sample frames from videos
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for frame in video:
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if not is_valid_image(frame) and not isinstance(frame, dict) and not os.path.exists(frame):
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raise ValueError("Invalid image found in video frames.")
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@@ -1500,10 +1501,14 @@ class Qwen2VLPlugin(BasePlugin):
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frames = video
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fps_per_video.append(kwargs.get("video_fps", 2.0))
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durations.append(len(frames) / kwargs.get("video_fps", 2.0))
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frames_indices.append(list(range(len(frames))))
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else:
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container = av.open(video, "r")
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video_stream = next(stream for stream in container.streams if stream.type == "video")
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sample_indices = self._get_video_sample_indices(video_stream, **kwargs)
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sample_indices = self._get_video_sample_indices(video_stream, **kwargs)
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original_fps = float(video_stream.average_rate)
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# for qwen3vl video timestamp calculation
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frames_indices.append([idx / original_fps * kwargs.get("video_fps", 2.0) for idx in sample_indices]) # hack usage when do_sample_frames=False
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container.seek(0)
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for frame_idx, frame in enumerate(container.decode(video_stream)):
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if frame_idx in sample_indices:
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@@ -1522,7 +1527,7 @@ class Qwen2VLPlugin(BasePlugin):
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frames = self._regularize_images(frames, **kwargs)["images"]
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results.append(frames)
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return {"videos": results, "fps_per_video": fps_per_video, "durations": durations}
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return {"videos": results, "fps_per_video": fps_per_video, "durations": durations, "frames_indices": frames_indices}
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@override
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def _get_mm_inputs(
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@@ -1637,8 +1642,8 @@ class Qwen3VLPlugin(Qwen2VLPlugin):
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video_maxlen=getattr(processor, "video_maxlen", 128),
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)
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video_metadata = [
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{"fps": getattr(processor, "video_fps", 24.0), "duration": duration, "total_num_frames": len(video)}
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for video, duration in zip(videos["videos"], videos["durations"])
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{"fps": getattr(processor, "video_fps", 24.0), "duration": duration, "total_num_frames": len(video), "frames_indices": sample_indices}
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for video, duration, sample_indices in zip(videos["videos"], videos["durations"], videos["frames_indices"])
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]
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mm_inputs.update(
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video_processor(
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@@ -1646,6 +1651,7 @@ class Qwen3VLPlugin(Qwen2VLPlugin):
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video_metadata=video_metadata,
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fps=getattr(processor, "video_fps", 2.0),
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return_metadata=True,
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do_sample_frames=False, # avoid changing frames_indices
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)
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)
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temporal_patch_size: int = getattr(image_processor, "temporal_patch_size", 2)
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