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[bugfix] Remove duplicate LTX2 ForwardBatch fields
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fastvideo/pipelines/pipeline_batch_info.py

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@@ -79,28 +79,6 @@ class ForwardBatch:
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image_embeds: list[torch.Tensor] = field(default_factory=list)
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pil_image: torch.Tensor | PIL.Image.Image | None = None
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preprocessed_image: torch.Tensor | None = None
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# LTX-2 image conditioning. Each entry is (path, frame_idx, strength)
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# — strength 1.0 anchors the latent at frame_idx exactly to the
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# encoded image; <1.0 mixes denoised content with the conditioning
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# image. ``ltx2_image_crf`` controls the H.264 CRF re-encode applied
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# to the image before VAE encoding (matches official LTX-2 quality
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# adaptation; 0.0 disables the re-encode).
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ltx2_images: list[tuple[str, int, float]] | None = None
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ltx2_image_crf: float = 33.0
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# Stage-specific continuation latents — populated by the streaming
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# session controller between segments. ``stage1`` is the last latent
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# from the previous segment's stage-1 denoise (half-res); ``stage2``
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# is the last latent from the previous segment's stage-2 refine
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# (full-res). The image-conditioning builder reads whichever the
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# current pass needs (``base_clean_latent is None`` -> stage1).
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ltx2_conditioning_latent_stage1: torch.Tensor | None = None
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ltx2_conditioning_latent_stage2: torch.Tensor | None = None
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# Video-clip conditioning: list of (frame_paths, frame_idx, strength)
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# — multi-frame VAE-encoded conditioning so the resulting latent
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# captures temporal/motion info (used by the streaming server's
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# mid-roll continuation flow).
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ltx2_video_conditions: list[tuple[list[str], int, float]] | None = None
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# Text inputs
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prompt: str | list[str] | None = None
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negative_prompt: str | list[str] | None = None

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