santhoshhari

class LSH:
    def __init__(self, num_tables, hash_size, inp_dimensions):
        self.num_tables = num_tables
        self.hash_size = hash_size
        self.inp_dimensions = inp_dimensions
        self.hash_tables = list()
        for i in range(self.num_tables):
            self.hash_tables.append(HashTable(self.hash_size, self.inp_dimensions))
    
    def __setitem__(self, inp_vec, label):

santhoshhari

import numpy as np
    
class HashTable:
    def __init__(self, hash_size, inp_dimensions):
        self.hash_size = hash_size
        self.inp_dimensions = inp_dimensions
        self.hash_table = dict()
        self.projections = np.random.randn(self.hash_size, inp_dimensions)
        
    def generate_hash(self, inp_vector):

santhoshhari

import asyncio
import aiohttp
import requests

async def fetch_url(session, url):
    async with session.get(url, timeout=60 * 60) as response:
        return await response.text()

async def fetch_all_urls(session, urls, loop):
    results = await asyncio.gather(*[fetch_url(session, url) for url in urls],