CoolFace
Apppublic

xdecoder/Instruct-X-Decoder

sourceHugging Faceafl-3.0updated 3y agoView on Hugging Face
163likes
text_ret.cpython-38.pyc20 linesDownload Raw Back to __pycache__
1U

2E$�c��@s�ddlZddlZddlmZddlmZddlmZddl	m3Z4gZe�ej
dejd��e�e�ZgZe�ej
dejd��e�e�Ze�d	�Zd5d�ZdS)�N)�Image)�6transforms)�MetadataCatalog)�
vl_similarity��)�
interpolationi�coco_2017_train_panopticc	OsRd}t����*t|�}t�|�}t�|����ddd���}|dd�g}|j	�7|�}	t�dd�|	D��}8|9|10jdd	d11�d}12dd�|�
d
�D�}|j	jjjj|dddd�t|j	jjjd�d��}|j	jjjj}t|13||�}
|
�d�d�tdt|���\}}t||�D]&\}}|d�||��|���7}�qW5QRXtj��d|dfS)N��r�)�image�image_idcSsg|]}|ddd��qS)�captions�����N���.0�xrr�'/data/arXiv/demo/Demo/tasks/text_ret.py�14<listcomp>!sz"text_retrieval.<locals>.<listcomp>rT)�dim�keepdimgH�����z>cSsg|]}|���qSr)�striprrrrr$s�,F�caption)�is_eval�name�promptz{}_text_embeddings�z{}:{:.2f}; )�torch�no_grad�
transform_ret�np�asarray�15from_numpy�copy�permute�cuda�model�evaluate�cat�norm�split�sem_seg_head�	predictor�lang_encoder�get_text_embeddings�getattr�format�logit_scaler�softmax�topk�min�len�zip�item�empty_cache)r(r�texts�inpainting_text�args�kwargs�out_str�images�batch_inputs�outputs�v_emb�t_emb�temperature�logitsZ	topk_prob�topk_idx�prob�idxrrr�text_retrievals&16"*17rJ)r�numpyr"�PILr�torchvisionr�detectron2.datarZxdecoder.language.lossr�t�append�Resize�BICUBIC�Composer!�
transform_grd�get�metedatarJrrrr�<module>s181920