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https://github.com/hiyouga/LLaMA-Factory.git
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[fix] Fixes Qwen3-VL prompt expansion for multiple videos (#10518)
Co-authored-by: gemini-code-assist <200291788+gemini-code-assist@users.noreply.github.com>
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@@ -2379,16 +2379,13 @@ class Qwen3VLPlugin(Qwen2VLPlugin):
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image_grid_thw = mm_inputs.get("image_grid_thw", [])
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video_grid_thw = mm_inputs.get("video_grid_thw", [])
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num_frames = video_grid_thw[0][0] if len(video_grid_thw) > 0 else 0 # hard code for now
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video_metadata = mm_inputs.get("video_metadata", [])
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else:
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image_grid_thw = [None] * len(images)
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video_grid_thw = [None] * len(videos)
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num_frames = 0
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timestamps = [0]
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for idx, message in enumerate(messages):
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for message in messages:
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content = message["content"]
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while IMAGE_PLACEHOLDER in content:
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image_seqlen = (
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@@ -2403,19 +2400,17 @@ class Qwen3VLPlugin(Qwen2VLPlugin):
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while VIDEO_PLACEHOLDER in content:
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if self.expand_mm_tokens:
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metadata = video_metadata[idx]
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video_grid = video_grid_thw[num_video_tokens]
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num_frames = int(video_grid[0].item())
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metadata = video_metadata[num_video_tokens]
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timestamps = processor._calculate_timestamps(
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metadata.frames_indices,
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metadata.fps,
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video_processor.merge_size,
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getattr(video_processor, "temporal_patch_size", 2),
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)
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video_structure = ""
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video_seqlen = int((video_grid[1:].prod() // video_merge_length).item())
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for frame_index in range(num_frames):
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video_seqlen = (
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video_grid_thw[num_video_tokens][1:].prod() // video_merge_length
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if self.expand_mm_tokens
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else 1
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)
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timestamp_sec = timestamps[frame_index]
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frame_structure = (
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f"<{timestamp_sec:.1f} seconds>"
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@@ -424,19 +424,31 @@ def test_qwen3_vl_plugin():
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tokenizer_module = _load_tokenizer_module(model_name_or_path="Qwen/Qwen3-VL-30B-A3B-Instruct")
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qwen3_vl_plugin = get_mm_plugin(name="qwen3_vl", video_token="<|video_pad|>")
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check_inputs = {"plugin": qwen3_vl_plugin, **tokenizer_module}
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video_token = "<|video_pad|>" * frame_seqlen
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first_video = (
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f"<0.2 seconds><|vision_start|>{video_token}<|vision_end|>"
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f"<1.2 seconds><|vision_start|>{video_token}<|vision_end|>"
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)
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second_video = first_video + f"<2.2 seconds><|vision_start|>{video_token}<|vision_end|>"
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videos = [
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[Image.new("RGB", (32, 32), (255, 255, 255))] * 4,
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[Image.new("RGB", (32, 32), (255, 255, 255))] * 6,
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]
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messages = [
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{"role": "user", "content": "Compare these videos: <video> and <video>."},
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{"role": "assistant", "content": "They are different."},
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]
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check_inputs["expected_mm_messages"] = [
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{
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key: value.replace(
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"<video>", # little different with original processor for default `fps=2` in our repo
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"<0.2 seconds><|vision_start|>{}<|vision_end|><1.2 seconds><|vision_start|>{}<|vision_end|>".format(
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"<|video_pad|>" * frame_seqlen, "<|video_pad|>" * frame_seqlen
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),
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)
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for key, value in message.items()
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}
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for message in VIDEO_MESSAGES
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{key: value.replace("<video>", first_video) for key, value in message.items()} for message in VIDEO_MESSAGES
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]
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_check_plugin(**check_inputs)
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assert qwen3_vl_plugin.process_messages(messages, NO_IMAGES, videos, NO_AUDIOS, tokenizer_module["processor"]) == [
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{
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"role": "user",
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"content": f"Compare these videos: {first_video} and {second_video}.",
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},
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{"role": "assistant", "content": "They are different."},
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]
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@pytest.mark.runs_on(["cpu", "mps"])
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