paluchasz

import json
from pathlib import Path

import pytest
from birdisle import redis

TEST_ROOT = Path(__file__).resolve().parent
rc = None
redis_key_format = "key:{i}"

paluchasz

import json
from pathlib import Path

import pgdb
import pytest
import pytest_check as check
import testing.postgresql
import pandas as pd
from sqlalchemy import create_engine

paluchasz

""" Annotated code for Transformers' CLIP implementation """
from typing import Optional, Tuple

import torch
from torch import nn


class CLIPAttention(nn.Module):
    """Multi-headed attention from 'Attention Is All You Need' paper"""