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https://github.com/Comfy-Org/ComfyUI.git
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[Partner Nodes] add widget for automatic upscaling for the ByteDance2Reference node (#14032)
Signed-off-by: bigcat88 <bigcat88@icloud.com>
This commit is contained in:
@@ -16,16 +16,17 @@ from .conversions import (
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convert_mask_to_image,
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downscale_image_tensor,
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downscale_image_tensor_by_max_side,
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downscale_video_to_max_pixels,
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image_tensor_pair_to_batch,
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pil_to_bytesio,
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resize_mask_to_image,
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resize_video_to_pixel_budget,
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tensor_to_base64_string,
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tensor_to_bytesio,
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tensor_to_pil,
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text_filepath_to_base64_string,
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text_filepath_to_data_uri,
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trim_video,
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upscale_video_to_min_pixels,
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video_to_base64_string,
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)
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from .download_helpers import (
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@@ -88,16 +89,17 @@ __all__ = [
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"convert_mask_to_image",
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"downscale_image_tensor",
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"downscale_image_tensor_by_max_side",
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"downscale_video_to_max_pixels",
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"image_tensor_pair_to_batch",
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"pil_to_bytesio",
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"resize_mask_to_image",
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"resize_video_to_pixel_budget",
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"tensor_to_base64_string",
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"tensor_to_bytesio",
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"tensor_to_pil",
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"text_filepath_to_base64_string",
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"text_filepath_to_data_uri",
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"trim_video",
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"upscale_video_to_min_pixels",
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"video_to_base64_string",
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# Validation utilities
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"get_image_dimensions",
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@@ -415,14 +415,48 @@ def trim_video(video: Input.Video, duration_sec: float) -> Input.Video:
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raise RuntimeError(f"Failed to trim video: {str(e)}") from e
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def resize_video_to_pixel_budget(video: Input.Video, total_pixels: int) -> Input.Video:
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"""Downscale a video to fit within ``total_pixels`` (w * h), preserving aspect ratio.
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def downscale_video_to_max_pixels(video: Input.Video, max_pixels: int) -> Input.Video:
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"""Downscale a video to fit within ``max_pixels`` (w * h), preserving aspect ratio.
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Returns the original video object untouched when it already fits. Preserves frame rate, duration, and audio.
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Aspect ratio is preserved up to a fraction of a percent (even-dim rounding).
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"""
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src_w, src_h = video.get_dimensions()
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scale_dims = _compute_downscale_dims(src_w, src_h, total_pixels)
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scale_dims = _compute_downscale_dims(src_w, src_h, max_pixels)
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if scale_dims is None:
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return video
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return _apply_video_scale(video, scale_dims)
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def _compute_upscale_dims(src_w: int, src_h: int, total_pixels: int) -> tuple[int, int] | None:
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"""Return upscaled (w, h) with even dims meeting at least ``total_pixels``, or None if already large enough.
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Source aspect ratio is preserved; output may drift by a fraction of a percent because both dimensions
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are rounded up to even values (many codecs require divisible-by-2). The result is guaranteed to be at
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least ``total_pixels``.
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"""
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pixels = src_w * src_h
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if pixels >= total_pixels:
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return None
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scale = math.sqrt(total_pixels / pixels)
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new_w = math.ceil(src_w * scale)
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new_h = math.ceil(src_h * scale)
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if new_w % 2:
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new_w += 1
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if new_h % 2:
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new_h += 1
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return new_w, new_h
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def upscale_video_to_min_pixels(video: Input.Video, min_pixels: int) -> Input.Video:
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"""Upscale a video to meet at least ``min_pixels`` (w * h), preserving aspect ratio.
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Returns the original video object untouched when it already meets the minimum. Preserves frame rate,
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duration, and audio. Aspect ratio is preserved up to a fraction of a percent (even-dim rounding).
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Note: upscaling a low-resolution source does not add real detail; downstream model quality may suffer.
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"""
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src_w, src_h = video.get_dimensions()
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scale_dims = _compute_upscale_dims(src_w, src_h, min_pixels)
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if scale_dims is None:
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return video
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return _apply_video_scale(video, scale_dims)
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