热门标签 | HotTags
当前位置:  开发笔记 > 编程语言 > 正文

python实现的DES加密算法和3DES加密算法实例

这篇文章主要介绍了python实现的DES加密算法和3DES加密算法,以实例形式较为详细的分析了DES加密算法和3DES加密算法的原理与实现技巧,需要的朋友可以参考下
本文实例讲述了python实现的DES加密算法和3DES加密算法。分享给大家供大家参考。具体实现方法如下:

#############################################################################
#         Documentation          #
#############################################################################
# Author:  Todd Whiteman
# Date:   16th March, 2009
# Verion:  2.0.0
# License: Public Domain - free to do as you wish
# Homepage: http://twhiteman.netfirms.com/des.html
#
# This is a pure python implementation of the DES encryption algorithm.
# It's pure python to avoid portability issues, since most DES 
# implementations are programmed in C (for performance reasons).
#
# Triple DES class is also implemented, utilising the DES base. Triple DES
# is either DES-EDE3 with a 24 byte key, or DES-EDE2 with a 16 byte key.
#
# See the README.txt that should come with this python module for the
# implementation methods used.
#
# Thanks to:
# * David Broadwell for ideas, comments and suggestions.
# * Mario Wolff for pointing out and debugging some triple des CBC errors.
# * Santiago Palladino for providing the PKCS5 padding technique.
# * Shaya for correcting the PAD_PKCS5 triple des CBC errors.
#
"""A pure python implementation of the DES and TRIPLE DES encryption algorithms.
Class initialization
--------------------
pyDes.des(key, [mode], [IV], [pad], [padmode])
pyDes.triple_des(key, [mode], [IV], [pad], [padmode])
key   -> Bytes containing the encryption key. 8 bytes for DES, 16 or 24 bytes
    for Triple DES
mode  -> Optional argument for encryption type, can be either
    pyDes.ECB (Electronic Code Book) or pyDes.CBC (Cypher Block Chaining)
IV   -> Optional Initial Value bytes, must be supplied if using CBC mode.
    Length must be 8 bytes.
pad   -> Optional argument, set the pad character (PAD_NORMAL) to use during
    all encrypt/decrpt operations done with this instance.
padmode -> Optional argument, set the padding mode (PAD_NORMAL or PAD_PKCS5)
    to use during all encrypt/decrpt operations done with this instance.
I recommend to use PAD_PKCS5 padding, as then you never need to worry about any
padding issues, as the padding can be removed unambiguously upon decrypting
data that was encrypted using PAD_PKCS5 padmode.
Common methods
--------------
encrypt(data, [pad], [padmode])
decrypt(data, [pad], [padmode])
data  -> Bytes to be encrypted/decrypted
pad   -> Optional argument. Only when using padmode of PAD_NORMAL. For
    encryption, adds this characters to the end of the data block when
    data is not a multiple of 8 bytes. For decryption, will remove the
    trailing characters that match this pad character from the last 8
    bytes of the unencrypted data block.
padmode -> Optional argument, set the padding mode, must be one of PAD_NORMAL
    or PAD_PKCS5). Defaults to PAD_NORMAL.

Example
-------
from pyDes import *
data = "Please encrypt my data"
k = des("DESCRYPT", CBC, "\0\0\0\0\0\0\0\0", pad=None, padmode=PAD_PKCS5)
# For Python3, you'll need to use bytes, i.e.:
#  data = b"Please encrypt my data"
#  k = des(b"DESCRYPT", CBC, b"\0\0\0\0\0\0\0\0", pad=None, padmode=PAD_PKCS5)
d = k.encrypt(data)
print "Encrypted: %r" % d
print "Decrypted: %r" % k.decrypt(d)
assert k.decrypt(d, padmode=PAD_PKCS5) == data

See the module source (pyDes.py) for more examples of use.
You can also run the pyDes.py file without and arguments to see a simple test.
Note: This code was not written for high-end systems needing a fast
   implementation, but rather a handy portable solution with small usage.
"""
import sys
# _pythonMajorVersion is used to handle Python2 and Python3 differences.
_pythOnMajorVersion= sys.version_info[0]
# Modes of crypting / cyphering
ECB =  0
CBC =  1
# Modes of padding
PAD_NORMAL = 1
PAD_PKCS5 = 2
# PAD_PKCS5: is a method that will unambiguously remove all padding
#      characters after decryption, when originally encrypted with
#      this padding mode.
# For a good description of the PKCS5 padding technique, see:
# http://www.faqs.org/rfcs/rfc1423.html
# The base class shared by des and triple des.
class _baseDes(object):
  def __init__(self, mode=ECB, IV=None, pad=None, padmode=PAD_NORMAL):
    if IV:
      IV = self._guardAgainstUnicode(IV)
    if pad:
      pad = self._guardAgainstUnicode(pad)
    self.block_size = 8
    # Sanity checking of arguments.
    if pad and padmode == PAD_PKCS5:
      raise ValueError("Cannot use a pad character with PAD_PKCS5")
    if IV and len(IV) != self.block_size:
      raise ValueError("Invalid Initial Value (IV), must be a multiple of " + str(self.block_size) + " bytes")
    # Set the passed in variables
    self._mode = mode
    self._iv = IV
    self._padding = pad
    self._padmode = padmode
  def getKey(self):
    """getKey() -> bytes"""
    return self.__key
  def setKey(self, key):
    """Will set the crypting key for this object."""
    key = self._guardAgainstUnicode(key)
    self.__key = key
  def getMode(self):
    """getMode() -> pyDes.ECB or pyDes.CBC"""
    return self._mode
  def setMode(self, mode):
    """Sets the type of crypting mode, pyDes.ECB or pyDes.CBC"""
    self._mode = mode
  def getPadding(self):
    """getPadding() -> bytes of length 1. Padding character."""
    return self._padding
  def setPadding(self, pad):
    """setPadding() -> bytes of length 1. Padding character."""
    if pad is not None:
      pad = self._guardAgainstUnicode(pad)
    self._padding = pad
  def getPadMode(self):
    """getPadMode() -> pyDes.PAD_NORMAL or pyDes.PAD_PKCS5"""
    return self._padmode
  def setPadMode(self, mode):
    """Sets the type of padding mode, pyDes.PAD_NORMAL or pyDes.PAD_PKCS5"""
    self._padmode = mode
  def getIV(self):
    """getIV() -> bytes"""
    return self._iv
  def setIV(self, IV):
    """Will set the Initial Value, used in conjunction with CBC mode"""
    if not IV or len(IV) != self.block_size:
      raise ValueError("Invalid Initial Value (IV), must be a multiple of " + str(self.block_size) + " bytes")
    IV = self._guardAgainstUnicode(IV)
    self._iv = IV
  def _padData(self, data, pad, padmode):
    # Pad data depending on the mode
    if padmode is None:
      # Get the default padding mode.
      padmode = self.getPadMode()
    if pad and padmode == PAD_PKCS5:
      raise ValueError("Cannot use a pad character with PAD_PKCS5")
    if padmode == PAD_NORMAL:
      if len(data) % self.block_size == 0:
        # No padding required.
        return data
      if not pad:
        # Get the default padding.
        pad = self.getPadding()
      if not pad:
        raise ValueError("Data must be a multiple of " + str(self.block_size) + " bytes in length. Use padmode=PAD_PKCS5 or set the pad character.")
      data += (self.block_size - (len(data) % self.block_size)) * pad
    elif padmode == PAD_PKCS5:
      pad_len = 8 - (len(data) % self.block_size)
      if _pythonMajorVersion <3:
        data += pad_len * chr(pad_len)
      else:
        data += bytes([pad_len] * pad_len)
    return data
  def _unpadData(self, data, pad, padmode):
    # Unpad data depending on the mode.
    if not data:
      return data
    if pad and padmode == PAD_PKCS5:
      raise ValueError("Cannot use a pad character with PAD_PKCS5")
    if padmode is None:
      # Get the default padding mode.
      padmode = self.getPadMode()
    if padmode == PAD_NORMAL:
      if not pad:
        # Get the default padding.
        pad = self.getPadding()
      if pad:
        data = data[:-self.block_size] + \
            data[-self.block_size:].rstrip(pad)
    elif padmode == PAD_PKCS5:
      if _pythonMajorVersion <3:
        pad_len = ord(data[-1])
      else:
        pad_len = data[-1]
      data = data[:-pad_len]
    return data
  def _guardAgainstUnicode(self, data):
    # Only accept byte strings or ascii unicode values, otherwise
    # there is no way to correctly decode the data into bytes.
    if _pythonMajorVersion <3:
      if isinstance(data, unicode):
        raise ValueError("pyDes can only work with bytes, not Unicode strings.")
    else:
      if isinstance(data, str):
        # Only accept ascii unicode values.
        try:
          return data.encode('ascii')
        except UnicodeEncodeError:
          pass
        raise ValueError("pyDes can only work with encoded strings, not Unicode.")
    return data
#############################################################################
#           DES            #
#############################################################################
class des(_baseDes):
  """DES encryption/decrytpion class
  Supports ECB (Electronic Code Book) and CBC (Cypher Block Chaining) modes.
  pyDes.des(key,[mode], [IV])
  key -> Bytes containing the encryption key, must be exactly 8 bytes
  mode -> Optional argument for encryption type, can be either pyDes.ECB
    (Electronic Code Book), pyDes.CBC (Cypher Block Chaining)
  IV  -> Optional Initial Value bytes, must be supplied if using CBC mode.
    Must be 8 bytes in length.
  pad -> Optional argument, set the pad character (PAD_NORMAL) to use
    during all encrypt/decrpt operations done with this instance.
  padmode -> Optional argument, set the padding mode (PAD_NORMAL or
    PAD_PKCS5) to use during all encrypt/decrpt operations done
    with this instance.
  """

  # Permutation and translation tables for DES
  __pc1 = [56, 48, 40, 32, 24, 16, 8,
, 57, 49, 41, 33, 25, 17,
, 1, 58, 50, 42, 34, 26,
, 10, 2, 59, 51, 43, 35,
, 54, 46, 38, 30, 22, 14,
, 61, 53, 45, 37, 29, 21,
, 5, 60, 52, 44, 36, 28,
, 12, 4, 27, 19, 11, 3
  ]
  # number left rotations of pc1
  __left_rotatiOns= [
, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1
  ]
  # permuted choice key (table 2)
  __pc2 = [
, 16, 10, 23, 0, 4,
, 27, 14, 5, 20, 9,
, 18, 11, 3, 25, 7,
, 6, 26, 19, 12, 1,
, 51, 30, 36, 46, 54,
, 39, 50, 44, 32, 47,
, 48, 38, 55, 33, 52,
, 41, 49, 35, 28, 31
  ]
  # initial permutation IP
  __ip = [57, 49, 41, 33, 25, 17, 9, 1,
, 51, 43, 35, 27, 19, 11, 3,
, 53, 45, 37, 29, 21, 13, 5,
, 55, 47, 39, 31, 23, 15, 7,
, 48, 40, 32, 24, 16, 8, 0,
, 50, 42, 34, 26, 18, 10, 2,
, 52, 44, 36, 28, 20, 12, 4,
, 54, 46, 38, 30, 22, 14, 6
  ]
  # Expansion table for turning 32 bit blocks into 48 bits
  __expansion_table = [
, 0, 1, 2, 3, 4,
, 4, 5, 6, 7, 8,
, 8, 9, 10, 11, 12,
, 12, 13, 14, 15, 16,
, 16, 17, 18, 19, 20,
, 20, 21, 22, 23, 24,
, 24, 25, 26, 27, 28,
, 28, 29, 30, 31, 0
  ]
  # The (in)famous S-boxes
  __sbox = [
    # S1
    [14, 4, 13, 1, 2, 15, 11, 8, 3, 10, 6, 12, 5, 9, 0, 7,
, 15, 7, 4, 14, 2, 13, 1, 10, 6, 12, 11, 9, 5, 3, 8,
, 1, 14, 8, 13, 6, 2, 11, 15, 12, 9, 7, 3, 10, 5, 0,
, 12, 8, 2, 4, 9, 1, 7, 5, 11, 3, 14, 10, 0, 6, 13],
    # S2
    [15, 1, 8, 14, 6, 11, 3, 4, 9, 7, 2, 13, 12, 0, 5, 10,
, 13, 4, 7, 15, 2, 8, 14, 12, 0, 1, 10, 6, 9, 11, 5,
, 14, 7, 11, 10, 4, 13, 1, 5, 8, 12, 6, 9, 3, 2, 15,
, 8, 10, 1, 3, 15, 4, 2, 11, 6, 7, 12, 0, 5, 14, 9],
    # S3
    [10, 0, 9, 14, 6, 3, 15, 5, 1, 13, 12, 7, 11, 4, 2, 8,
, 7, 0, 9, 3, 4, 6, 10, 2, 8, 5, 14, 12, 11, 15, 1,
, 6, 4, 9, 8, 15, 3, 0, 11, 1, 2, 12, 5, 10, 14, 7,
, 10, 13, 0, 6, 9, 8, 7, 4, 15, 14, 3, 11, 5, 2, 12],
    # S4
    [7, 13, 14, 3, 0, 6, 9, 10, 1, 2, 8, 5, 11, 12, 4, 15,
, 8, 11, 5, 6, 15, 0, 3, 4, 7, 2, 12, 1, 10, 14, 9,
, 6, 9, 0, 12, 11, 7, 13, 15, 1, 3, 14, 5, 2, 8, 4,
, 15, 0, 6, 10, 1, 13, 8, 9, 4, 5, 11, 12, 7, 2, 14],
    # S5
    [2, 12, 4, 1, 7, 10, 11, 6, 8, 5, 3, 15, 13, 0, 14, 9,
, 11, 2, 12, 4, 7, 13, 1, 5, 0, 15, 10, 3, 9, 8, 6,
, 2, 1, 11, 10, 13, 7, 8, 15, 9, 12, 5, 6, 3, 0, 14,
, 8, 12, 7, 1, 14, 2, 13, 6, 15, 0, 9, 10, 4, 5, 3],
    # S6
    [12, 1, 10, 15, 9, 2, 6, 8, 0, 13, 3, 4, 14, 7, 5, 11,
, 15, 4, 2, 7, 12, 9, 5, 6, 1, 13, 14, 0, 11, 3, 8,
, 14, 15, 5, 2, 8, 12, 3, 7, 0, 4, 10, 1, 13, 11, 6,
, 3, 2, 12, 9, 5, 15, 10, 11, 14, 1, 7, 6, 0, 8, 13],
    # S7
    [4, 11, 2, 14, 15, 0, 8, 13, 3, 12, 9, 7, 5, 10, 6, 1,
, 0, 11, 7, 4, 9, 1, 10, 14, 3, 5, 12, 2, 15, 8, 6,
, 4, 11, 13, 12, 3, 7, 14, 10, 15, 6, 8, 0, 5, 9, 2,
, 11, 13, 8, 1, 4, 10, 7, 9, 5, 0, 15, 14, 2, 3, 12],
    # S8
    [13, 2, 8, 4, 6, 15, 11, 1, 10, 9, 3, 14, 5, 0, 12, 7,
, 15, 13, 8, 10, 3, 7, 4, 12, 5, 6, 11, 0, 14, 9, 2,
, 11, 4, 1, 9, 12, 14, 2, 0, 6, 10, 13, 15, 3, 5, 8,
, 1, 14, 7, 4, 10, 8, 13, 15, 12, 9, 0, 3, 5, 6, 11],
  ]

  # 32-bit permutation function P used on the output of the S-boxes
  __p = [
, 6, 19, 20, 28, 11,
, 16, 0, 14, 22, 25,
, 17, 30, 9, 1, 7,
,13, 31, 26, 2, 8,
, 12, 29, 5, 21, 10,
, 24
  ]
  # final permutation IP^-1
  __fp = [
, 7, 47, 15, 55, 23, 63, 31,
, 6, 46, 14, 54, 22, 62, 30,
, 5, 45, 13, 53, 21, 61, 29,
, 4, 44, 12, 52, 20, 60, 28,
, 3, 43, 11, 51, 19, 59, 27,
, 2, 42, 10, 50, 18, 58, 26,
, 1, 41, 9, 49, 17, 57, 25,
, 0, 40, 8, 48, 16, 56, 24
  ]
  # Type of crypting being done
  ENCRYPT =  0x00
  DECRYPT =  0x01
  # Initialisation
  def __init__(self, key, mode=ECB, IV=None, pad=None, padmode=PAD_NORMAL):
    # Sanity checking of arguments.
    if len(key) != 8:
      raise ValueError("Invalid DES key size. Key must be exactly 8 bytes long.")
    _baseDes.__init__(self, mode, IV, pad, padmode)
    self.key_size = 8
    self.L = []
    self.R = []
    self.Kn = [ [0] * 48 ] * 16  # 16 48-bit keys (K1 - K16)
    self.final = []
    self.setKey(key)
  def setKey(self, key):
    """Will set the crypting key for this object. Must be 8 bytes."""
    _baseDes.setKey(self, key)
    self.__create_sub_keys()
  def __String_to_BitList(self, data):
    """Turn the string data, into a list of bits (1, 0)'s"""
    if _pythonMajorVersion <3:
      # Turn the strings into integers. Python 3 uses a bytes
      # class, which already has this behaviour.
      data = [ord(c) for c in data]
    l = len(data) * 8
    result = [0] * l
    pos = 0
    for ch in data:
      i = 7
      while i >= 0:
        if ch & (1 < data, into a string"""
    result = []
    pos = 0
    c = 0
    while pos > 3
        Bn[pos + 1] = (v & 4) >> 2
        Bn[pos + 2] = (v & 2) >> 1
        Bn[pos + 3] = v & 1
        pos += 4
        j += 1
      # Permutate the concatination of B[1] to B[8] (Bn)
      self.R = self.__permutate(des.__p, Bn)
      # Xor with L[i - 1]
      self.R = list(map(lambda x, y: x ^ y, self.R, self.L))
      # Optimization: This now replaces the below commented code
      #j = 0
      #while j  bytes
    data : Bytes to be encrypted
    pad : Optional argument for encryption padding. Must only be one byte
    padmode : Optional argument for overriding the padding mode.
    The data must be a multiple of 8 bytes and will be encrypted
    with the already specified key. Data does not have to be a
    multiple of 8 bytes if the padding character is supplied, or
    the padmode is set to PAD_PKCS5, as bytes will then added to
    ensure the be padded data is a multiple of 8 bytes.
    """
    data = self._guardAgainstUnicode(data)
    if pad is not None:
      pad = self._guardAgainstUnicode(pad)
    data = self._padData(data, pad, padmode)
    return self.crypt(data, des.ENCRYPT)
  def decrypt(self, data, pad=None, padmode=None):
    """decrypt(data, [pad], [padmode]) -> bytes
    data : Bytes to be encrypted
    pad : Optional argument for decryption padding. Must only be one byte
    padmode : Optional argument for overriding the padding mode.
    The data must be a multiple of 8 bytes and will be decrypted
    with the already specified key. In PAD_NORMAL mode, if the
    optional padding character is supplied, then the un-encrypted
    data will have the padding characters removed from the end of
    the bytes. This pad removal only occurs on the last 8 bytes of
    the data (last data block). In PAD_PKCS5 mode, the special
    padding end markers will be removed from the data after decrypting.
    """
    data = self._guardAgainstUnicode(data)
    if pad is not None:
      pad = self._guardAgainstUnicode(pad)
    data = self.crypt(data, des.DECRYPT)
    return self._unpadData(data, pad, padmode)

#############################################################################
#         Triple DES          #
#############################################################################
class triple_des(_baseDes):
  """Triple DES encryption/decrytpion class
  This algorithm uses the DES-EDE3 (when a 24 byte key is supplied) or
  the DES-EDE2 (when a 16 byte key is supplied) encryption methods.
  Supports ECB (Electronic Code Book) and CBC (Cypher Block Chaining) modes.
  pyDes.des(key, [mode], [IV])
  key -> Bytes containing the encryption key, must be either 16 or
 bytes long
  mode -> Optional argument for encryption type, can be either pyDes.ECB
    (Electronic Code Book), pyDes.CBC (Cypher Block Chaining)
  IV  -> Optional Initial Value bytes, must be supplied if using CBC mode.
    Must be 8 bytes in length.
  pad -> Optional argument, set the pad character (PAD_NORMAL) to use
    during all encrypt/decrpt operations done with this instance.
  padmode -> Optional argument, set the padding mode (PAD_NORMAL or
    PAD_PKCS5) to use during all encrypt/decrpt operations done
    with this instance.
  """
  def __init__(self, key, mode=ECB, IV=None, pad=None, padmode=PAD_NORMAL):
    _baseDes.__init__(self, mode, IV, pad, padmode)
    self.setKey(key)
  def setKey(self, key):
    """Will set the crypting key for this object. Either 16 or 24 bytes long."""
    self.key_size = 24 # Use DES-EDE3 mode
    if len(key) != self.key_size:
      if len(key) == 16: # Use DES-EDE2 mode
        self.key_size = 16
      else:
        raise ValueError("Invalid triple DES key size. Key must be either 16 or 24 bytes long")
    if self.getMode() == CBC:
      if not self.getIV():
        # Use the first 8 bytes of the key
        self._iv = key[:self.block_size]
      if len(self.getIV()) != self.block_size:
        raise ValueError("Invalid IV, must be 8 bytes in length")
    self.__key1 = des(key[:8], self._mode, self._iv,
         self._padding, self._padmode)
    self.__key2 = des(key[8:16], self._mode, self._iv,
         self._padding, self._padmode)
    if self.key_size == 16:
      self.__key3 = self.__key1
    else:
      self.__key3 = des(key[16:], self._mode, self._iv,
           self._padding, self._padmode)
    _baseDes.setKey(self, key)
  # Override setter methods to work on all 3 keys.
  def setMode(self, mode):
    """Sets the type of crypting mode, pyDes.ECB or pyDes.CBC"""
    _baseDes.setMode(self, mode)
    for key in (self.__key1, self.__key2, self.__key3):
      key.setMode(mode)
  def setPadding(self, pad):
    """setPadding() -> bytes of length 1. Padding character."""
    _baseDes.setPadding(self, pad)
    for key in (self.__key1, self.__key2, self.__key3):
      key.setPadding(pad)
  def setPadMode(self, mode):
    """Sets the type of padding mode, pyDes.PAD_NORMAL or pyDes.PAD_PKCS5"""
    _baseDes.setPadMode(self, mode)
    for key in (self.__key1, self.__key2, self.__key3):
      key.setPadMode(mode)
  def setIV(self, IV):
    """Will set the Initial Value, used in conjunction with CBC mode"""
    _baseDes.setIV(self, IV)
    for key in (self.__key1, self.__key2, self.__key3):
      key.setIV(IV)
  def encrypt(self, data, pad=None, padmode=None):
    """encrypt(data, [pad], [padmode]) -> bytes
    data : bytes to be encrypted
    pad : Optional argument for encryption padding. Must only be one byte
    padmode : Optional argument for overriding the padding mode.
    The data must be a multiple of 8 bytes and will be encrypted
    with the already specified key. Data does not have to be a
    multiple of 8 bytes if the padding character is supplied, or
    the padmode is set to PAD_PKCS5, as bytes will then added to
    ensure the be padded data is a multiple of 8 bytes.
    """
    ENCRYPT = des.ENCRYPT
    DECRYPT = des.DECRYPT
    data = self._guardAgainstUnicode(data)
    if pad is not None:
      pad = self._guardAgainstUnicode(pad)
    # Pad the data accordingly.
    data = self._padData(data, pad, padmode)
    if self.getMode() == CBC:
      self.__key1.setIV(self.getIV())
      self.__key2.setIV(self.getIV())
      self.__key3.setIV(self.getIV())
      i = 0
      result = []
      while i  bytes
    data : bytes to be encrypted
    pad : Optional argument for decryption padding. Must only be one byte
    padmode : Optional argument for overriding the padding mode.
    The data must be a multiple of 8 bytes and will be decrypted
    with the already specified key. In PAD_NORMAL mode, if the
    optional padding character is supplied, then the un-encrypted
    data will have the padding characters removed from the end of
    the bytes. This pad removal only occurs on the last 8 bytes of
    the data (last data block). In PAD_PKCS5 mode, the special
    padding end markers will be removed from the data after
    decrypting, no pad character is required for PAD_PKCS5.
    """
    ENCRYPT = des.ENCRYPT
    DECRYPT = des.DECRYPT
    data = self._guardAgainstUnicode(data)
    if pad is not None:
      pad = self._guardAgainstUnicode(pad)
    if self.getMode() == CBC:
      self.__key1.setIV(self.getIV())
      self.__key2.setIV(self.getIV())
      self.__key3.setIV(self.getIV())
      i = 0
      result = []
      while i 

希望本文所述对大家的Python程序设计有所帮助。

推荐阅读
  • Coursera ML 机器学习
    2019独角兽企业重金招聘Python工程师标准线性回归算法计算过程CostFunction梯度下降算法多变量回归![选择特征](https:static.oschina.n ... [详细]
  • CSS高级技巧:动态高亮当前页面导航
    本文介绍了如何使用CSS实现网站导航栏中当前页面的高亮显示,提升用户体验。通过为每个页面的body元素添加特定ID,并结合导航项的类名,可以轻松实现这一功能。 ... [详细]
  • 本文详细介绍了如何在预装Ubuntu系统的笔记本电脑上安装Windows 7。针对没有光驱的情况,提供了通过USB安装的具体方法,并解决了分区、驱动器无法识别等问题。 ... [详细]
  • 本文详细介绍了如何将 Python 3.6.3 程序转换为 Windows 可执行文件(.exe),并解决了使用 py2exe 和 cx_Freeze 时遇到的问题。推荐使用 PyInstaller 进行打包,提供完整的安装和打包步骤。 ... [详细]
  • Java 实现二维极点算法
    本文介绍了一种使用 Java 编程语言实现的二维极点算法。该算法用于从一组二维坐标中筛选出极点,适用于需要处理几何图形和空间数据的应用场景。文章不仅详细解释了算法的工作原理,还提供了完整的代码示例。 ... [详细]
  • 本题来自WC2014,题目编号为BZOJ3435、洛谷P3920和UOJ55。该问题描述了一棵不断生长的带权树及其节点上小精灵之间的友谊关系,要求实时计算每次新增节点后树上所有可能的朋友对数。 ... [详细]
  • 嵌入式开发环境搭建与文件传输指南
    本文详细介绍了如何为嵌入式应用开发搭建必要的软硬件环境,并提供了通过串口和网线两种方式将文件传输到开发板的具体步骤。适合Linux开发初学者参考。 ... [详细]
  • 解决TensorFlow CPU版本安装中的依赖问题
    本文记录了在安装CPU版本的TensorFlow过程中遇到的依赖问题及解决方案,特别是numpy版本不匹配和动态链接库(DLL)错误。通过详细的步骤说明和专业建议,帮助读者顺利安装并使用TensorFlow。 ... [详细]
  • 深入解析Serverless架构模式
    本文将详细介绍Serverless架构模式的核心概念、工作原理及其优势。通过对比传统架构,探讨Serverless如何简化应用开发与运维流程,并介绍当前主流的Serverless平台。 ... [详细]
  • 深入解析Java虚拟机(JVM)架构与原理
    本文旨在为读者提供对Java虚拟机(JVM)的全面理解,涵盖其主要组成部分、工作原理及其在不同平台上的实现。通过详细探讨JVM的结构和内部机制,帮助开发者更好地掌握Java编程的核心技术。 ... [详细]
  • #print(34or4 ... [详细]
  • 本文将详细介绍多个流行的 Android 视频处理开源框架,包括 ijkplayer、FFmpeg、Vitamio、ExoPlayer 等。每个框架都有其独特的优势和应用场景,帮助开发者更高效地进行视频处理和播放。 ... [详细]
  • 本文详细介绍了如何下载并安装 Python,包括选择合适的版本、执行安装程序以及设置环境变量的步骤。此外,还提供了测试安装是否成功的简单方法。 ... [详细]
  • 随着生活节奏的加快和压力的增加,越来越多的人感到不快乐。本文探讨了现代社会中导致人们幸福感下降的各种因素,并提供了一些改善建议。 ... [详细]
  • Python中HOG图像特征提取与应用
    本文介绍如何在Python中使用HOG(Histogram of Oriented Gradients)算法进行图像特征提取,探讨其在目标检测中的应用,并详细解释实现步骤。 ... [详细]
author-avatar
hlfk77136
这个家伙很懒,什么也没留下!
PHP1.CN | 中国最专业的PHP中文社区 | DevBox开发工具箱 | json解析格式化 |PHP资讯 | PHP教程 | 数据库技术 | 服务器技术 | 前端开发技术 | PHP框架 | 开发工具 | 在线工具
Copyright © 1998 - 2020 PHP1.CN. All Rights Reserved | 京公网安备 11010802041100号 | 京ICP备19059560号-4 | PHP1.CN 第一PHP社区 版权所有