← back to Dw Photo Capture
visual-search/__pycache__/embed_shopify_gap.cpython-312.pyc
56 lines
�
O�Tj� � �� � d dl Z d dlZd dlZd dlZd dlZd dlmZ d dlZ d dl
Z d dl Z d dl
mZ d dlZd dlZe j" j% d� xs ej& d� Z ej* � Zej/ ded �� ej/ ded�� ej/ d ed
�� ej/ d ed �� ej3 � Z ed
d�� ej8 dd�� \ Z Z Z e j@ jC e j@ jE e j@ jG e$� � d� Z%e j@ jM e%� r0e jO ejP e%d�� d�� ede%d�� e jS � ejT e+d e jX � dz
� � e jZ j\ Z/d� Z0d Z1d � Z2e3d k( r e2� yy) � N)�Image�
DW_UNIFIED_DBzset DW_UNIFIED_DBz--limit)�type�defaultz--batch� z --workers� z--chunki� u" loading CLIP ViT-B-32 (laion2b)…T��flushzViT-B-32�laion2b_s34b_b79k)�
pretrainedz
dw_clip_ft.pt�cpu)� map_locationF)�strictz"loaded fine-tuned DW CLIP weights:� � c � � | \ }}}}} t j j |ddi�� }t j j |d�� 5 }|j d� }d d d � t j t j � � j d� } |||||t | � fS # 1 sw Y �QxY w# t $ r |||||d fcY S w xY w)Nz
User-Agentz
dw-visual/1.0)�headers� )�timeouti��[ �RGB) �urllib�request�Request�urlopen�readr �open�io�BytesIO�convert�
preprocess� Exception)
�row�
shopify_id�dw_sku�vendor�pattern�url�req�r�data�imgs
�N/Users/macstudio3/Projects/dw-photo-capture/visual-search/embed_shopify_gap.py�fetchr- * s� � �/2�,�J�����@��n�n�$�$�S�<� �2Q�$�R��
�^�^�
#�
#�C��
#�
3�q��6�6�)�$�D� 4��j�j����D�)�*�2�2�5�9���F�F�G�S�*�S�/�J�J� 4�
3�� � @��F�F�G�S�$�?�?�@�s+ �AB< �B0� AB< �0B9�5B< �<C�Ca
WITH act AS (
SELECT DISTINCT ON (sp.dw_sku)
(regexp_replace(sp.shopify_id, '\D', '', 'g'))::bigint AS shopify_id,
sp.dw_sku, sp.vendor, sp.pattern_name, sp.image_url
FROM shopify_products sp
WHERE sp.status='ACTIVE' AND sp.image_url IS NOT NULL AND sp.handle IS NOT NULL AND sp.dw_sku IS NOT NULL
AND sp.shopify_id ~ '\d'
ORDER BY sp.dw_sku, sp.synced_at DESC NULLS LAST
),
emb AS (SELECT DISTINCT dw_sku FROM image_embeddings WHERE embedding IS NOT NULL),
tried AS (SELECT DISTINCT dw_sku FROM image_embeddings WHERE vc_id < 0 AND embedding IS NULL)
SELECT a.shopify_id, a.dw_sku, a.vendor, a.pattern_name, a.image_url
FROM act a
LEFT JOIN emb e ON e.dw_sku = a.dw_sku
LEFT JOIN tried t ON t.dw_sku = a.dw_sku
WHERE e.dw_sku IS NULL AND t.dw_sku IS NULL
LIMIT %s
c �d � t j t � } d| _ d}t j � } | j � }|j
t t j f� |j � }|j � |s�n�t j t j �� 5 }t |j! t" |� � }d d d � D �cg c]
}|d �� |�� }}|D �cg c]
}|d �� |�� } }g }
t% dt' |� t j( � D �] } || | t j( z } t+ j, � 5 t+ j. | D �cg c] }|d �� c}� }
t0 j3 |
� }||j5 dd�� z j7 � j9 � j; d� }d d d � t= | � D ]S \ }}|
j? |d |d d |d
|d |d t@ t jB |jE � � f� �U �� | j � }|
r|jG d
|
� | r-|jG d| D �cg c] }|d |d |d f�� c}� | jI � |j � |t' |� z
}|tK dt j � |z
� z }tM dt' |� � dt' |� � dt' | � � d|� d|d�d� d�� t jN r|t jN k\ rn��| j � tM d|� dt j � |z
d�d�d�� y # 1 sw Y ���xY wc c}w c c}w c c}w # 1 sw Y ���xY wc c}w ) NFr T)� max_workers� �����)�dim�keepdim�float32r r � � z�insert into image_embeddings (vc_id,dw_sku,mfr_sku,vendor_code,pattern_name,image_url,dim,embedding)
values (%s,%s,%s,%s,%s,%s,%s,%s) on conflict (vc_id) do nothingz�insert into image_embeddings (vc_id,dw_sku,image_url,embedding) values (%s,%s,%s,NULL)
on conflict (vc_id) do nothingg�����ư>z +z (ok=z fail=u ) · u done · z.1fz/sr zdone: z processed in z.0f�s)(�psycopg2�connect�DB�
autocommit�time�cursor�execute�GAP_SQL�args�chunk�fetchall�close�cf�ThreadPoolExecutor�workers�list�mapr- �range�len�batch�torch�no_grad�stack�model� encode_image�normr
�numpy�astype�zip�append�DIM�Binary�tobytes� executemany�commit�max�print�limit)�conn�
total_done�t0�cur�rows�ex�got�g�ok�bad�recs�i�b�t�v�emb�rates r, �mainro L s � � � � �B� �D�5�� ��J�����B�
��k�k�m�� � � �G�d�j�j�]�+��|�|�~��s�y�y�{��U�
�
"�
"�t�|�|�
<���r�v�v�e�T�*�+�C� =� �2�#�Q��1��!1�q�#��2� �.�#�Q��1�� �q�#��.����q�#�b�'�4�:�:�.�A��1�Q�t�z�z�\�"�A�� � � ��K�K�q� 1�q�!��1��q� 1�2���&�&�q�)������B���5�5�:�:�<�B�B�D�K�K�I�V�� !� �a��)���3�� � �a��d�U�A�a�D�$��!��a��d�A�a�D�#�x���WZ�Wb�Wb�Wd�Ge� f�g� $�
/� �k�k�m�� � �O�O� b�cg�
i� � �O�O� A�`c�Bd�`c�[\�Q�q�T�E�1�Q�4�QR�ST�QU�CV�`c�Bd�
f� � � �
�s�y�y�{��c�$�i� �
��C��d�i�i�k�"�n� 5�5��
��C��I�;�e�C��G�9�F�3�s�8�*�E�*� �Y�W[�\_�V`�`b�c�ko�p� �:�:�*��
�
�2�E�= �> �J�J�L� �F�:�,�n�T�Y�Y�[��^�C�,@��
B�$�O�7 =�
<��2��.��
!2� !� �� CesI �5 N�!
N�,N�6
N�N�N �/ N �;A N �;N-
�N�N � N* �__main__)4�os�sysr r< �argparse�concurrent.futures�futuresrD �urllib.requestr rR �npr8 �PILr rL � open_clip�environ�get�exitr: �ArgumentParser�ap� add_argument�int�
parse_argsr@ r\ �create_model_and_transformsrO �_r �path�join�dirname�abspath�__file__�_ft�exists�load_state_dict�load�eval�set_num_threadsr[ � cpu_count�visual�
output_dimrV r- r? ro �__name__� � r, �<module>r� s� �� =� <� <� <� � � � ��Z�Z�^�^�O�$�E�����1D�(E�� �X� � � �� ��� ��Q�� /� ��� ��R�� 0� ��� �#�r�� 2� ��� ��T�� 2� �}�}��� �*�$� 7�<�y�<�<�Z�Tg�h� ��q�*��g�g�l�l�2�7�7�?�?�2�7�7�?�?�8�#<�=��O���7�7�>�>�#�� ���*�%�*�*�S�u�=�e��L� �
.��4�@� �
�
� � �� � �c�!�\�R�\�\�^�a� /�0� 1� �l�l� � �� @� ��(#P�J �z���F� r�