????? ???? Amazon?? ? ?? ??? ??? ????. Medium?? ?? ????? ??? ???? ?? ?? ???. ?????! ??? ??? ??? ?????!

Python ???? ????? ???? ???, ??? ??? ????? ???? ??? ? ?? ????. ?? ??? ??? ??? ??? ??? ?? ??? ?? ???? ?? ? ??? ???? ?? ????.

??? ???? ?? ??? ??? ?? pdb ???? ??? ?????. ?? ?? pdb? ???? ??? ?? ???? ??? ?? ???? ??? ???? ????? ? ?? ???? ??? ? ????. ??? ??? ????.

import pdb

def calculate_average(numbers):
    total = sum(numbers)
    pdb.set_trace()  # Breakpoint
    average = total / len(numbers)
    return average

result = calculate_average([1, 2, 3, 4, 5])
print(result)

? ??? ???? ????? ?? ?????. ?? ?? 'n'? ?? ??? ???? ?? ?? ????, 'p'? ???? ?? ?? ?????, 'c'? ???? ??? ??? ? ????. ??? ??? ?? ??? ??? ?? ??? ???? ? ?? ?????.

??? ?? ???? ???? ???? ? ?? ?? ???? ? ?? ?????. Python? ?? ??? ???? ???? ??? ???? ?? ?? ???? ?? ??? ??? ? ????.

import logging

logging.basicConfig(level=logging.DEBUG)

def process_data(data):
    logging.debug(f"Processing data: {data}")
    result = data * 2
    logging.info(f"Processed result: {result}")
    return result

process_data(5)

? ?? ??? ?????? ??? ??? ??? ???? ??? ??? ? ?? ??? ???? ? ??? ???.

?? ?? ???? ?? ?? IPython? ?????. ??? ?? ??? ?? ?? ?? ?? ? ??? ?????. ??? ????? ? ?? ???? ??? ??? ????.

from IPython import embed

def complex_calculation(x, y):
    result = x * y
    embed()  # Start IPython session
    return result + 10

complex_calculation(5, 3)

??? ?? embed() ?? ??? IPython ?? ???? ?? ??? ?? ???? ?? ??? ???? ??? ?? ??? ?? ????.

? ???? ?? ???? ?? ? ????? ???, ?? ?? ??? ?????? ???? ??????? ??? ? ?? ?????. ?? ?? ??? ??? ?? pdb? ?? ?????.

import pdb
import socket

class RemotePdb(pdb.Pdb):
    def __init__(self, host='localhost', port=4444):
        pdb.Pdb.__init__(self)
        self.listen_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
        self.listen_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, True)
        self.listen_socket.bind((host, port))
        self.listen_socket.listen(1)
        self.connection, address = self.listen_socket.accept()
        self.handle = self.connection.makefile('rw')
        pdb.Pdb.__init__(self, completekey='tab', stdin=self.handle, stdout=self.handle)

    def do_continue(self, arg):
        self.handle.close()
        self.connection.close()
        self.listen_socket.close()
        return pdb.Pdb.do_continue(self, arg)

RemotePdb().set_trace()

? ??? ?? ?? ???? ??? ??? ??? ? ??? ?? ??? ??????? ??? ???? ? ?? ?????.

??? ?????? ??? ??? ????? ??? ??? ???? ? ?????. ?? ? ???? memory_profiler ??? ?????:

from memory_profiler import profile

@profile
def memory_intensive_function():
    large_list = [i for i in range(1000000)]
    del large_list
    return "Function completed"

memory_intensive_function()

? ?????? ??? ???? ? ?? ??? ???? ??? ??? ?? ??? ???? ? ??? ???.

?? ???? ?? cProfile? ???? ??? ?? ??? ?????.

import cProfile

def slow_function():
    return sum(i * i for i in range(10000))

cProfile.run('slow_function()')

??? ?? ? ??? ?? ?? ?, ? ??, ??? ??? ???? ???? ????? ?? ? ??? ?? ??? ??? ??? ??? ? ????.

???? ???? ??? ??? ???? ??? ???? ??? ?????. ?? ???? ??? ?? ?? ???? ?????.

import pdb

def calculate_average(numbers):
    total = sum(numbers)
    pdb.set_trace()  # Breakpoint
    average = total / len(numbers)
    return average

result = calculate_average([1, 2, 3, 4, 5])
print(result)

???? ?? ???? ??? ??? ???? ??? ???? ??? ? ??? ???.

?? ? ??? ?? ????? ??? ??? ????. ?? ?? ?? ?? asyncio ???? ?????:

import logging

logging.basicConfig(level=logging.DEBUG)

def process_data(data):
    logging.debug(f"Processing data: {data}")
    result = data * 2
    logging.info(f"Processed result: {result}")
    return result

process_data(5)

?? ?????? asyncio ??? ??? ??? ? ????.

from IPython import embed

def complex_calculation(x, y):
    result = x * y
    embed()  # Start IPython session
    return result + 10

complex_calculation(5, 3)

?? ?? ???? ??? ??? ?? ?? ??? ??? ??? ??? ??? ??? ? ?? ??? ? ????.

??? Python ??????? ?? ? ???? ?? ???? ?? ??? ????? ??? ??????. ?? ?? ??? ???? ??? ???? ??? ?????. ???? ??? ???? ???? ??? ??? ??? ?? ???? ??? ????. ?? ??? ??? ???? ?? ??? ??? ???? ?? ??? ?????.

?? ??, ???? ??? ?? ???? ??? ?? ?? ???? ??? ?? pdb? ???? ????? ??? ???? ??? ? ????. ?? ??? ???? cProfile? ???? ?? ??? ?????. ??? ?? ??? ?? memory_profiler? ?? ???? ?????.

?? ???? ???? ???? ?? Python ???? ?? ?? ??? ????? ??? ?? ?????. ??? ??? ? ?? ????? ? ?????? ?? ??? ?? ??? ? ????. ?? ??, ? ???????? ??? ? ORM ??? HTTP ?? ??? ??? ??? ????? ?? ??? ?? ?????. ??? ???? ?? ?????(?: Django ?? Flask)? ?? ??? ?????.

?? ?? ? ?? ??? ??? ?? ?? ???? ???? ????. ?? ??? ??? ?? ???? ?? ?? ??? ??? ? ??? ???? ?? ??? ??? ??? ?? ? ????. ??? ?? ??? ???? ?? ?? ??? ?? ????? ?????.

?? ??? ???? ? ?? ??? ?????. ?? ? ??? ??? ?? ??? ???? ??????? ???? ?? ?? ??? ??? ? ??? ??? ?????.

import pdb
import socket

class RemotePdb(pdb.Pdb):
    def __init__(self, host='localhost', port=4444):
        pdb.Pdb.__init__(self)
        self.listen_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
        self.listen_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, True)
        self.listen_socket.bind((host, port))
        self.listen_socket.listen(1)
        self.connection, address = self.listen_socket.accept()
        self.handle = self.connection.makefile('rw')
        pdb.Pdb.__init__(self, completekey='tab', stdin=self.handle, stdout=self.handle)

    def do_continue(self, arg):
        self.handle.close()
        self.connection.close()
        self.listen_socket.close()
        return pdb.Pdb.do_continue(self, arg)

RemotePdb().set_trace()

? ?? ??? ???? ??? ?? ???? ?? ????? ???? ???? ??? ???? ? ?? ??? ? ????.

?? IDE? ??? ??? ??? ???? ???? ? ??? ??????. ?? ??, PyCharm? ??? ???, ???, ??? ?? ? ?? ?? ?? ?? ? ??? ??? ??? ?????. ??? ??? ???? ??? ???? ??? ?? ?? ? ????.

?? ??? ??????? ??? ? ?? ??? ?????? ?? ??? ? ????. ??? ???? ?????? ??? ??? ???? ?? ? ????? ???? ???? ?? ???? ?? ???? ???? ????? ????.

import pdb

def calculate_average(numbers):
    total = sum(numbers)
    pdb.set_trace()  # Breakpoint
    average = total / len(numbers)
    return average

result = calculate_average([1, 2, 3, 4, 5])
print(result)

? ?? ??? ?? ??? ?????? ?? ?? ???? ???? ?????? ???? ????? ??? ??? ? ?? ???? ? ?? ????.

?? ?? ? ?? ??? ??? ???? ?? ?????? ???? ????. ?? ?? ?? ??? ????, ?? ??? ????, ?? ??? ???? ???? ?? ??? ?? ?????? ????.

import logging

logging.basicConfig(level=logging.DEBUG)

def process_data(data):
    logging.debug(f"Processing data: {data}")
    result = data * 2
    logging.info(f"Processed result: {result}")
    return result

process_data(5)

? ?????? ?? ??? ???? ? ??? ? ? ?? ??? ?? ??? ?????.

???? ?? ??? ???? ? ?? Wireshark? tcpdump? ?? ??? ???? ???? ???? ???? ???? ??? ????. ?? ?? ????? API? ?? ? ?? ??? ? ????.

from IPython import embed

def complex_calculation(x, y):
    result = x * y
    embed()  # Start IPython session
    return result + 10

complex_calculation(5, 3)

? ??? ???? ?? ???? ???? ???? ??? HTTP ??? ??? ??? ? ??? ?? API ?? ??? ???? ? ?? ?????.

??? ?? ??? ???? ?, ?? ??? ??? ??? ??? ? ??? ??? ???? ?? ??? ??? ?? ?????. matplotlib ?? seaborn? ?? ?????? ?? ??? ?? ???? ?? ? ?? ???? ???? ??? ???? ??? ? ????.

import pdb
import socket

class RemotePdb(pdb.Pdb):
    def __init__(self, host='localhost', port=4444):
        pdb.Pdb.__init__(self)
        self.listen_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
        self.listen_socket.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, True)
        self.listen_socket.bind((host, port))
        self.listen_socket.listen(1)
        self.connection, address = self.listen_socket.accept()
        self.handle = self.connection.makefile('rw')
        pdb.Pdb.__init__(self, completekey='tab', stdin=self.handle, stdout=self.handle)

    def do_continue(self, arg):
        self.handle.close()
        self.connection.close()
        self.listen_socket.close()
        return pdb.Pdb.do_continue(self, arg)

RemotePdb().set_trace()

? ??? ?????? ???? ??? ??? ??? ????? ??? ??? ? ??? ????? ??? ?? ?? ?? ??? ??? ? ????.

?????, ???? ???? ?? ?????? ???? ????? ??? ?????. ?? ??? ??? ?? ???? ? ???? ??? ???? ??? ?? ??? ???? ?? ??? ? ????. ?? ?? ? ??? ?? ?? ???? ????? ?????.

from memory_profiler import profile

@profile
def memory_intensive_function():
    large_list = [i for i in range(1000000)]
    del large_list
    return "Function completed"

memory_intensive_function()

??? ???? ????? ???? ??? ??? ???? ??? ??? ???? ???? ????? ??? ? ????.

????? Python?? ???? ???? ???? ??, ?? ? ??? ??? ?????. ?? ?? ????? ?? ????? ???? ? ??? ??? ??? ??? ??? ??? ????. ??? ??? ???? ???? ?????? ???? ????? ?? ?? Python ??? ???? ??? ?? ???? ? ????. ???? ??? ??? ???? ?? ??? ??? ? ?? ???? ?? ??? ????? ???? ????.

---

101?

101 Books? ?? Aarav Joshi? ?? ??? AI ?? ??????. ?? AI ??? ???? ?? ??? ?? ? ?? ??? ?? ?????. ?? ??? ??? $4?? ???? ?? ??? ??? ??? ??? ? ????.

????? ?? ? ?? Golang Clean Code ?? ??? ???.

????? ???? ??? ?? ??? ??? ????. ?? ??? ? Aarav Joshi? ??? ? ?? ?? ?????. ??? ??? ???? ????? ?????!

??? ???

?? ???? ? ??? ???.

???? ??? | ??? ?? ???? | ?? ?? ??? | ????? | ??? ??? | ????? ???? | ???? | ??? ??? | JS ??

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?? ??? ???? | Epochs & Echoes World | ??????? | ???? ???? ?? | ??? ??? ?? | ?? ????

? ??? ??? Python ???: ???? ?? ?? ??? ?? ?? ??? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!