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feat: add causal_fix parameter to add_keyframe_index and append_keyframe (#12797)
Allows explicit control over the causal_fix flag passed to latent_to_pixel_coords. Defaults to frame_idx == 0 when not specified, fixing the previous heuristic.
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@@ -253,10 +253,12 @@ class LTXVAddGuide(io.ComfyNode):
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return frame_idx, latent_idx
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@classmethod
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def add_keyframe_index(cls, cond, frame_idx, guiding_latent, scale_factors, latent_downscale_factor=1):
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def add_keyframe_index(cls, cond, frame_idx, guiding_latent, scale_factors, latent_downscale_factor=1, causal_fix=None):
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keyframe_idxs, _ = get_keyframe_idxs(cond)
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_, latent_coords = cls.PATCHIFIER.patchify(guiding_latent)
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pixel_coords = latent_to_pixel_coords(latent_coords, scale_factors, causal_fix=frame_idx == 0) # we need the causal fix only if we're placing the new latents at index 0
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if causal_fix is None:
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causal_fix = frame_idx == 0 or guiding_latent.shape[2] == 1
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pixel_coords = latent_to_pixel_coords(latent_coords, scale_factors, causal_fix=causal_fix)
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pixel_coords[:, 0] += frame_idx
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# The following adjusts keyframe end positions for small grid IC-LoRA.
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@@ -278,12 +280,12 @@ class LTXVAddGuide(io.ComfyNode):
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return node_helpers.conditioning_set_values(cond, {"keyframe_idxs": keyframe_idxs})
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@classmethod
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def append_keyframe(cls, positive, negative, frame_idx, latent_image, noise_mask, guiding_latent, strength, scale_factors, guide_mask=None, in_channels=128, latent_downscale_factor=1):
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def append_keyframe(cls, positive, negative, frame_idx, latent_image, noise_mask, guiding_latent, strength, scale_factors, guide_mask=None, in_channels=128, latent_downscale_factor=1, causal_fix=None):
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if latent_image.shape[1] != in_channels or guiding_latent.shape[1] != in_channels:
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raise ValueError("Adding guide to a combined AV latent is not supported.")
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positive = cls.add_keyframe_index(positive, frame_idx, guiding_latent, scale_factors, latent_downscale_factor)
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negative = cls.add_keyframe_index(negative, frame_idx, guiding_latent, scale_factors, latent_downscale_factor)
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positive = cls.add_keyframe_index(positive, frame_idx, guiding_latent, scale_factors, latent_downscale_factor, causal_fix=causal_fix)
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negative = cls.add_keyframe_index(negative, frame_idx, guiding_latent, scale_factors, latent_downscale_factor, causal_fix=causal_fix)
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if guide_mask is not None:
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target_h = max(noise_mask.shape[3], guide_mask.shape[3])
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