Method encode

iclora.py:105–145

(
        cls,
        vae,
        latent_width,
        latent_height,
        images,
        scale_factors,
        latent_downscale_factor,
        crop,
        use_tiled_encode,
        tile_size,
        tile_overlap,
    )

    @classmethod
    def encode(
        cls,
        vae,
        latent_width,
        latent_height,
        images,
        scale_factors,
        latent_downscale_factor,
        crop,
        use_tiled_encode,
        tile_size,
        tile_overlap,
    ):
        time_scale_factor, width_scale_factor, height_scale_factor = scale_factors
        num_frames_to_keep = (
            (images.shape[0] - 1) // time_scale_factor
        ) * time_scale_factor + 1
        images = images[:num_frames_to_keep]
        # Divide target size by latent_downscale_factor
        target_width = int(latent_width * width_scale_factor / latent_downscale_factor)
        target_height = int(
            latent_height * height_scale_factor / latent_downscale_factor
        )
        pixels = comfy.utils.common_upscale(
            images.movedim(-1, 1),
            target_width,
            target_height,
            "bilinear",
            crop=crop,
        ).movedim(1, -1)
        encode_pixels = pixels[:, :, :, :3]
        if use_tiled_encode:
            guide_latent = vae.encode_tiled(
                encode_pixels,
                tile_x=tile_size,
                tile_y=tile_size,
                overlap=tile_overlap,
            )
        else:
            guide_latent = vae.encode(encode_pixels)
        return encode_pixels, guide_latent

    @classmethod
    def execute(