sg.dZddlmZmZmZmZddlmZmZm Z ddl m Z m Z m Z ddlmZmZmZmZmZmZmZmZmZmZmZddlmZmZmZmZej>e Z!erddl"Z"Gd d eZ#y) z!Image processor class for SigLIP.)DictListOptionalUnion)BaseImageProcessor BatchFeature get_size_dict)convert_to_rgbresizeto_channel_dimension_format) IMAGENET_STANDARD_MEANIMAGENET_STANDARD_STDChannelDimension ImageInputPILImageResamplinginfer_channel_dimension_formatis_scaled_imagemake_list_of_imagesto_numpy_array valid_imagesvalidate_preprocess_arguments) TensorTypefilter_out_non_signature_kwargsis_vision_availableloggingNceZdZdZdgZddej ddddddf dedee e fded ed e e e fd ed e e e ee fd e e e ee fdeddffd Zedddddddddej$ddf dededee e fded ed e d ed e e e ee fd e e e ee fde e e efde ede e e efdedej,j,fdZxZS)SiglipImageProcessora Constructs a SigLIP image processor. Args: do_resize (`bool`, *optional*, defaults to `True`): Whether to resize the image's (height, width) dimensions to the specified `size`. Can be overridden by `do_resize` in the `preprocess` method. size (`Dict[str, int]` *optional*, defaults to `{"height": 224, "width": 224}`): Size of the image after resizing. Can be overridden by `size` in the `preprocess` method. resample (`PILImageResampling`, *optional*, defaults to `Resampling.BICUBIC`): Resampling filter to use if resizing the image. Can be overridden by `resample` in the `preprocess` method. do_rescale (`bool`, *optional*, defaults to `True`): Whether to rescale the image by the specified scale `rescale_factor`. Can be overridden by `do_rescale` in the `preprocess` method. rescale_factor (`int` or `float`, *optional*, defaults to `1/255`): Scale factor to use if rescaling the image. Can be overridden by `rescale_factor` in the `preprocess` method. do_normalize (`bool`, *optional*, defaults to `True`): Whether to normalize the image by the specified mean and standard deviation. Can be overridden by `do_normalize` in the `preprocess` method. image_mean (`float` or `List[float]`, *optional*, defaults to `[0.5, 0.5, 0.5]`): Mean to use if normalizing the image. This is a float or list of floats the length of the number of channels in the image. Can be overridden by the `image_mean` parameter in the `preprocess` method. image_std (`float` or `List[float]`, *optional*, defaults to `[0.5, 0.5, 0.5]`): Standard deviation to use if normalizing the image. This is a float or list of floats the length of the number of channels in the image. Can be overridden by the `image_std` parameter in the `preprocess` method. Can be overridden by the `image_std` parameter in the `preprocess` method. do_convert_rgb (`bool`, *optional*, defaults to `True`): Whether to convert the image to RGB. pixel_valuesTNgp? do_resizesizeresample do_rescalerescale_factor do_normalize image_mean image_stddo_convert_rgbreturnc  t |di| ||nddd}||nt}||nt}||_||_||_||_||_||_ ||_ ||_ | |_ y)N)heightwidth) super__init__rrr r!r"r#r$r%r&r'r() selfr r!r"r#r$r%r&r'r(kwargs __class__s e/var/www/html/venv/lib/python3.12/site-packages/transformers/models/siglip/image_processing_siglip.pyr0zSiglipImageProcessor.__init__Rs "6"'tc-J#-#9Z?U !*!6Ivay I   NDMEF$U&%8_pqF $ 5Rc dF $U^opF ou ej '{N_ `  '>BBOA=    s$G1G G!*G& G+/G0)__name__ __module__ __qualname____doc__model_input_namesrBICUBICboolrstrintrfloatrrr0rrFIRSTrrPILImagerI __classcell__)r3s@r4rr0s>((#'9'A'A,3!:>9=#--38n-% -  - c5j) --U5$u+#567-E%e"456-- -8%&#'+ $!:>9=;?2B2H2HDH#BCBCBC38n BC % BC  BCBCBCU5$u+#567BCE%e"456BC!sJ!78BC./BC$E#/?*?$@ABCBC BC'BCr5r)$rMtypingrrrrimage_processing_utilsrr r image_transformsr r r image_utilsrrrrrrrrrrrutilsrrrr get_loggerrJrErUrr.r5r4r^sm(..UU    _^   H %AC-ACr5