[Partner Nodes] add widget for automatic upscaling for the ByteDance2Reference node (#14032)

Signed-off-by: bigcat88 <bigcat88@icloud.com>
This commit is contained in:
Alexander Piskun
2026-05-21 21:58:03 +03:00
committed by Jedrzej Kosinski
parent ef46f5de76
commit 13e2d133a6
3 changed files with 66 additions and 13 deletions

View File

@@ -16,16 +16,17 @@ from .conversions import (
convert_mask_to_image,
downscale_image_tensor,
downscale_image_tensor_by_max_side,
downscale_video_to_max_pixels,
image_tensor_pair_to_batch,
pil_to_bytesio,
resize_mask_to_image,
resize_video_to_pixel_budget,
tensor_to_base64_string,
tensor_to_bytesio,
tensor_to_pil,
text_filepath_to_base64_string,
text_filepath_to_data_uri,
trim_video,
upscale_video_to_min_pixels,
video_to_base64_string,
)
from .download_helpers import (
@@ -88,16 +89,17 @@ __all__ = [
"convert_mask_to_image",
"downscale_image_tensor",
"downscale_image_tensor_by_max_side",
"downscale_video_to_max_pixels",
"image_tensor_pair_to_batch",
"pil_to_bytesio",
"resize_mask_to_image",
"resize_video_to_pixel_budget",
"tensor_to_base64_string",
"tensor_to_bytesio",
"tensor_to_pil",
"text_filepath_to_base64_string",
"text_filepath_to_data_uri",
"trim_video",
"upscale_video_to_min_pixels",
"video_to_base64_string",
# Validation utilities
"get_image_dimensions",

View File

@@ -415,14 +415,48 @@ def trim_video(video: Input.Video, duration_sec: float) -> Input.Video:
raise RuntimeError(f"Failed to trim video: {str(e)}") from e
def resize_video_to_pixel_budget(video: Input.Video, total_pixels: int) -> Input.Video:
"""Downscale a video to fit within ``total_pixels`` (w * h), preserving aspect ratio.
def downscale_video_to_max_pixels(video: Input.Video, max_pixels: int) -> Input.Video:
"""Downscale a video to fit within ``max_pixels`` (w * h), preserving aspect ratio.
Returns the original video object untouched when it already fits. Preserves frame rate, duration, and audio.
Aspect ratio is preserved up to a fraction of a percent (even-dim rounding).
"""
src_w, src_h = video.get_dimensions()
scale_dims = _compute_downscale_dims(src_w, src_h, total_pixels)
scale_dims = _compute_downscale_dims(src_w, src_h, max_pixels)
if scale_dims is None:
return video
return _apply_video_scale(video, scale_dims)
def _compute_upscale_dims(src_w: int, src_h: int, total_pixels: int) -> tuple[int, int] | None:
"""Return upscaled (w, h) with even dims meeting at least ``total_pixels``, or None if already large enough.
Source aspect ratio is preserved; output may drift by a fraction of a percent because both dimensions
are rounded up to even values (many codecs require divisible-by-2). The result is guaranteed to be at
least ``total_pixels``.
"""
pixels = src_w * src_h
if pixels >= total_pixels:
return None
scale = math.sqrt(total_pixels / pixels)
new_w = math.ceil(src_w * scale)
new_h = math.ceil(src_h * scale)
if new_w % 2:
new_w += 1
if new_h % 2:
new_h += 1
return new_w, new_h
def upscale_video_to_min_pixels(video: Input.Video, min_pixels: int) -> Input.Video:
"""Upscale a video to meet at least ``min_pixels`` (w * h), preserving aspect ratio.
Returns the original video object untouched when it already meets the minimum. Preserves frame rate,
duration, and audio. Aspect ratio is preserved up to a fraction of a percent (even-dim rounding).
Note: upscaling a low-resolution source does not add real detail; downstream model quality may suffer.
"""
src_w, src_h = video.get_dimensions()
scale_dims = _compute_upscale_dims(src_w, src_h, min_pixels)
if scale_dims is None:
return video
return _apply_video_scale(video, scale_dims)