CoolFace
Apppublic

xdecoder/Instruct-X-Decoder

sourceHugging Faceafl-3.0updated 3y agoView on Hugging Face
163likes
ref_in_gpu3.cpython-38.pyc48 linesDownload Raw Back to __pycache__
1U

2�.�c�@s(ddlZddlZddlZddlZddlmZddlmZddl	m3Z4mZddlm
Z
ddlmZddlmZddlmZdd	lmZgZe�e
jd5ejd��e
�e�Ze�d�Zejd
dejd�� d�Z!gZ"e"�d�e"�d�e"�d�e"�d�e"�d�e"�d�e"�d�dd�Z#dd�Z$dS)�N)�ndimage)�Image)�	pad_image�6crop_image)�7transforms)�8Visualizer)�StableDiffusionInpaintPipeline)�random_color)�MetadataCatalogi)�
interpolation�ade20k_panoptic_trainz$runwayml/stable-diffusion-inpainting�fp16)�revision�torch_dtype�cudaz_remove the person, task: (referring editing), source: [person], target:<clean and empty scene>;z{remove the person in the middle, task: (referring editing), source: [person in the middle], target:<clean and empty scene>;z{remove the dog on the left side, task: (referring editing), source: [dog on the left side], target:<clean and empty scene>;zWchange the apple to a pear, task: (referring editing), source: [apple], target: <pear>;zkchange the red apple to a green one, task: (referring editing), source: [red apple], target: <green apple>;zTreplace the dog with a cat, task: (referring editing), source: [dot], target: <cat>;znreplace the red apple with a green one, task: (referring editing), source: [red apple], target: <green apple>;c	Cs*t�d�t_tjjd|dddddd�}|S)NZOPENAI_API_KEYztext-davinci-003gffffff�?��r)�model�prompt�temperatureZ9max_tokens�top_pZfrequency_penaltyZpresence_penalty)�os�getenv�openai�api_key�10Completion�create)r�response�r�*/data/arXiv/demo/Demo/tasks/ref_in_gpu3.py�get_gpt3_response*s�11r c	OsVt|�td�t�|d�}|ddd}t|�||�d�d|�d��}||�d	�d|�d12��}t|j_|���d�r�|n13|��dgg}	t	t14|��}15t����|16j
d}|17j
d}t�|18�}t�|19�}
t�|����ddd���}|||d
|	id�g}|j�|d�}t|
td�}|dddk������}t|�D]6\}}tddd��tj���}|j|||	|d�}�qD|��}W5QRX|dk�r8|20}t �!dd�}t j"|d|dd��|dj#�}t$�%|d��&d�}||d�}|21j
d}|22j
d}t'|��|d|d||d�j(}tj�)�t$�%|�||dfStj�)�|23|t$�%|�fSdS)N� �,�choicesr�text�[r�]�<�>�.��texts)�image�height�width�24groundings)�metadata�grounding_maskT)�rgb�maximum)�colorr$)�no��)�	structure�25iterations���RGB)r,�maskr,r<)rr,�26mask_imager-r.)*�printr �join�prompts�findr0r�strip�endswithr�	transform�torch�no_grad�size�np�asarray�27from_numpy�copy�permuter�evaluate_groundingr�float�cpu�numpy�	enumerater	�astype�int32�tolist�draw_binary_mask�	get_imager�generate_binary_structure�binary_dilation�dtyper�	fromarray�convert�pipe�images�empty_cache)rr,�instruction�args�kwargs�respZ	resp_textZref_textZinp_textr+�	image_orir.r-�image_ori_npr]�batch_inputs�outputs�visual�grd_mask�idxr<r4�demo�res�28image_crop�struct2�mask_dilated�image_and_mask�images_inpaintingrrr�referring_inpainting_gpt39sL"293031323334 �3536 3738rq)%rrrErPrH�scipyr�PILr�utils.inpaintingrr�torchvisionr�utils.visualizerr�	diffusersr�detectron2.utils.colormapr	�detectron2.datar39�t�append�Resize�BICUBIC�ComposerD�getr0�from_pretrained�float16�tor\r@r rqrrrr�<module>s@4041��42434445464748