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recent surveys (vision)

• A Critical Look at the Current Usage of Foundation Model for Dense Recognition Task
• A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and Future
• Towards Open Vocabulary Learning: A Survey
• A Survey on Datasets for Decision-making of Autonomous Vehicle
• Visual Tuning
• Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature
• How Deep Learning Sees the World: A Survey on Adversarial Attacks & Defenses
• Semi-supervised Object Detection: A Survey on Recent Research and Progress

habibutsu

import logging
import time

import mercantile
import io
import numpy as np
from shapely.ops import transform
from pyproj.transformer import Transformer

from shapely.geometry import box

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from typing import Callable, TypeVar, cast, Generic


class SomeRequest:
    pass


class SomeResponse:
    pass

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import asyncio
import logging
import sys
import socket
import time
from contextlib import closing

try:
    from contextlib import asynccontextmanager
except ImportError:

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import logging
import traceback

try:
    import ujson as json
except ImportError:
    import json


class JsonFormatter(logging.Formatter):

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Distributed computation

Libraries:

• Dask distributed is a lightweight library for distributed computing
• Ray - is a distributed execution framework
• Celery - Distributed Task Queue
• Redis Queue - is a simple Python library for queueing jobs
• Apache Flink - Stateful Computations over Data Streams
• Apache Spark - Lightning-fast unified analytics engine
• JobLib

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• https://github.com/NaturalHistoryMuseum/pyzbar (wrapper over zbar library)
• https://github.com/kitsook/pyBarcodeScan example project with using zbar
• https://github.com/mosquito/pdf417 pdf417 generator
• https://github.com/zxing/zxing (barcode scanning library for Java, Android) online demo https://zxing.org/w/decode
• https://github.com/glassechidna/zxing-cpp zxing C++ implementation
• https://github.com/WhyNotHugo/python-barcode barcode generator
• https://barcode.tec-it.com/en online barcode, qr-code generator

Comercial SDK

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Управление памятью в Python

Организация памяти

Память в Python организована в несколько уровней.

• Слой 3 (Уровень ядра) - предназначен для non-object данных самого интерпрeтатора
• Слой 2 - выделение памяти под объекты
• Слой 1 - PyMem_ API

habibutsu

import io
from http import HTTPStatus
from urllib.request import Request, urlopen
from urllib.error import HTTPError


class RemoteFile(io.IOBase):
    '''
        Example of usage
        

habibutsu

import itertools
import random
import sys
import operator
import functools
import types
import math

import numpy as np