Merge branch 'main' of https://github.com/BUAADreamer/LLaMA-Factory
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commit
87c8a7e759
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@ -158,6 +158,7 @@ class BasePlugin:
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It holds num_patches == torch.prod(image_grid_thw)
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"""
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image_processor: "BaseImageProcessor" = getattr(processor, "image_processor")
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video_processor: "BaseImageProcessor" = getattr(processor, "video_processor", image_processor)
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input_dict = {"images": None} # default key
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if len(images) != 0:
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images = self._regularize_images(
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@ -174,10 +175,17 @@ class BasePlugin:
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video_maxlen=getattr(processor, "video_maxlen", 64),
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)
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input_dict["videos"] = videos
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if input_dict.get("images", None) is not None or input_dict.get("videos", None) is not None:
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return image_processor(**input_dict, return_tensors="pt")
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else:
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return {}
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mm_inputs = {}
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if image_processor != video_processor:
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if input_dict.get("images") is not None:
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mm_inputs.update(image_processor(input_dict["images"], return_tensors="pt"))
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if input_dict.get("videos") is not None:
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mm_inputs.update(video_processor(input_dict["videos"], return_tensors="pt"))
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elif input_dict.get("images") is not None or input_dict.get("videos") is not None: # same processor (qwen2-vl)
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mm_inputs.update(image_processor(**input_dict, return_tensors="pt"))
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return mm_inputs
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def process_messages(
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self,
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@ -365,27 +373,6 @@ class LlavaNextVideoPlugin(BasePlugin):
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return messages
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@override
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def _get_mm_inputs(
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self,
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images: Sequence["ImageInput"],
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videos: Sequence["VideoInput"],
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processor: Optional["ProcessorMixin"],
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) -> Dict[str, Union[List[int], "torch.Tensor"]]:
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self._validate_input(images, videos)
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video_processor = getattr(processor, "video_processor")
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res = super()._get_mm_inputs(images, [], processor)
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if len(videos) != 0:
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videos = self._regularize_videos(
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videos,
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image_resolution=getattr(processor, "image_resolution"),
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video_fps=getattr(processor, "video_fps"),
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video_maxlen=getattr(processor, "video_maxlen"),
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)
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video_res = video_processor(videos, return_tensors="pt")
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res.update(video_res)
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return res
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@override
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def get_mm_inputs(
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self,
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